From bdeb39cff9e07be9fe08d17125870779e8899c41 Mon Sep 17 00:00:00 2001 From: anderstorstensson Date: Sat, 28 Feb 2026 09:42:23 +0100 Subject: [PATCH 01/13] feat: add HDF5 classification support and threshold toggle for all formats Add load_from_h5() to read iRfcb 0.8.0+ HDF5 classifier output files (.h5) with threshold support. Update load_from_csv() to support use_threshold parameter via the class_name_auto column. File index scanning now discovers *_class*.h5 files alongside CSV and MAT. Loading priority is CSV > H5 > MAT. The classification threshold checkbox now applies to all three formats and is placed below the Classification Folder path in Settings for better discoverability. Includes hdf5r as optional dependency (Suggests), test fixtures, and comprehensive tests for all new functionality. --- DESCRIPTION | 11 +- NAMESPACE | 1 + R/sample_loading.R | 90 +++++++++- R/utils.R | 18 +- _pkgdown.yml | 1 + inst/app/server.R | 78 ++++++--- man/load_from_csv.Rd | 11 +- man/load_from_h5.Rd | 39 +++++ man/rescan_file_index.Rd | 2 +- tests/testthat/test-sample_loading.R | 163 ++++++++++++++++++ .../test_data/D20220522T000439_IFCB134.csv | 8 + .../D20220522T000439_IFCB134_class.h5 | Bin 0 -> 31945 bytes vignettes/faq.Rmd | 20 ++- vignettes/getting-started.Rmd | 6 +- vignettes/user-guide.Rmd | 47 +++-- 15 files changed, 438 insertions(+), 57 deletions(-) create mode 100644 man/load_from_h5.Rd create mode 100644 tests/testthat/test_data/D20220522T000439_IFCB134.csv create mode 100644 tests/testthat/test_data/D20220522T000439_IFCB134_class.h5 diff --git a/DESCRIPTION b/DESCRIPTION index 6c26539..3b8cbcc 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: ClassiPyR Title: A Shiny App for Manual Image Classification and Validation of IFCB Data -Version: 0.1.1 +Version: 0.1.1.9000 Authors@R: c( person("Anders", "Torstensson", email = "anders.torstensson@smhi.se", role = c("aut", "cre"), comment = c("Swedish Meteorological and Hydrological Institute", ORCID = "0000-0002-8283-656X")), @@ -9,9 +9,9 @@ Authors@R: c( ) Description: A Shiny application for manual classification and validation of Imaging FlowCytobot (IFCB) plankton images. Supports loading classifications - from CSV files or MATLAB classifier output, drag-select for batch operations, - and exports classifications in MATLAB-compatible format for use with the - 'ifcb-analysis' toolbox. + from CSV, HDF5 (.h5), or MATLAB classifier output, drag-select for batch + operations, and exports classifications in MATLAB-compatible format for use + with the 'ifcb-analysis' toolbox. License: MIT + file LICENSE Encoding: UTF-8 LazyData: true @@ -20,7 +20,7 @@ Imports: shinyjs, shinyFiles, bslib, - iRfcb, + iRfcb (>= 0.8.0), dplyr, DT, jsonlite, @@ -30,6 +30,7 @@ Imports: Suggests: testthat (>= 3.0.0), covr, + hdf5r, knitr, rmarkdown, pkgdown diff --git a/NAMESPACE b/NAMESPACE index 9577f2a..af96cb2 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -25,6 +25,7 @@ export(load_file_index) export(load_from_classifier_mat) export(load_from_csv) export(load_from_db) +export(load_from_h5) export(load_from_mat) export(read_roi_dimensions) export(rescan_file_index) diff --git a/R/sample_loading.R b/R/sample_loading.R index 0f97e9f..468d3f5 100644 --- a/R/sample_loading.R +++ b/R/sample_loading.R @@ -15,9 +15,12 @@ NULL #' \item{class_name}{Predicted class name (e.g., `Diatom`).} #' } #' -#' An optional column may also be included: +#' Optional columns may also be included: #' \describe{ #' \item{score}{Classification confidence value between 0 and 1.} +#' \item{class_name_auto}{Raw (unthresholded) class prediction. When +#' \code{use_threshold = FALSE} and this column exists, its values are +#' used as \code{class_name}.} #' } #' #' The CSV file must be named after the sample it describes @@ -25,6 +28,9 @@ NULL #' Folder configured in the app (subfolders are searched recursively). #' #' @param csv_path Path to classification CSV file +#' @param use_threshold Logical, whether to use the threshold-filtered +#' \code{class_name} column (default \code{TRUE}) or the raw +#' \code{class_name_auto} column when available. #' @return Data frame with classifications. Expected columns: `file_name`, #' `class_name`, and optionally `score`. #' @export @@ -34,9 +40,15 @@ NULL #' classifications <- load_from_csv("/path/to/D20230101T120000_IFCB134.csv") #' head(classifications) #' } -load_from_csv <- function(csv_path) { +load_from_csv <- function(csv_path, use_threshold = TRUE) { classifications <- utils::read.csv(csv_path, stringsAsFactors = FALSE) + # When threshold is off and class_name_auto exists, use raw predictions + + if (!use_threshold && "class_name_auto" %in% names(classifications)) { + classifications$class_name <- classifications$class_name_auto + } + # Strip trailing 3-digit suffix from class names (e.g., "Diatom_001" -> "Diatom") # This matches iRfcb behavior where class folders may include numeric suffixes classifications$class_name <- sub("_\\d{3}$", "", classifications$class_name) @@ -55,6 +67,80 @@ load_from_csv <- function(csv_path) { classifications } +#' Load classifications from HDF5 classifier output file +#' +#' Reads an HDF5 classifier output file (from iRfcb 0.8.0+) and extracts +#' class predictions. Requires the \pkg{hdf5r} package. +#' +#' @param h5_path Path to classifier H5 file (matching pattern *_class*.h5) +#' @param sample_name Sample name (e.g., "D20220522T000439_IFCB134") +#' @param roi_dimensions Data frame from \code{\link{read_roi_dimensions}} +#' @param use_threshold Logical, whether to use the threshold-filtered +#' \code{class_name} dataset (default \code{TRUE}) or the raw +#' \code{class_name_auto} dataset. +#' @return Data frame with columns: file_name, class_name, score, width, height, +#' roi_area +#' @export +#' @examples +#' \dontrun{ +#' dims <- read_roi_dimensions("/data/raw/2022/D20220522/D20220522T000439_IFCB134.adc") +#' classifications <- load_from_h5( +#' h5_path = "/data/classified/D20220522T000439_IFCB134_class.h5", +#' sample_name = "D20220522T000439_IFCB134", +#' roi_dimensions = dims, +#' use_threshold = TRUE +#' ) +#' head(classifications) +#' } +load_from_h5 <- function(h5_path, sample_name, roi_dimensions, use_threshold = TRUE) { + if (!requireNamespace("hdf5r", quietly = TRUE)) { + stop("Package 'hdf5r' is required to read H5 classification files. ", + "Install it with: install.packages('hdf5r')") + } + + h5 <- hdf5r::H5File$new(h5_path, "r") + on.exit(h5$close_all(), add = TRUE) + + roi_numbers <- h5[["roi_numbers"]]$read() + + if (use_threshold) { + class_names <- h5[["class_name"]]$read() + } else { + class_names <- h5[["class_name_auto"]]$read() + } + + class_names[is.na(class_names)] <- "unclassified" + + # Extract per-ROI max score from output_scores matrix (num_classes x num_rois) + output_scores <- h5[["output_scores"]]$read() + scores <- apply(output_scores, 2, max) + + # Match ROI dimensions + roi_data <- lapply(roi_numbers, function(rn) { + idx <- which(roi_dimensions$roi_number == rn) + if (length(idx) > 0) { + list(width = roi_dimensions$width[idx], + height = roi_dimensions$height[idx], + area = roi_dimensions$area[idx]) + } else { + list(width = NA_real_, height = NA_real_, area = NA_real_) + } + }) + + classifications <- data.frame( + file_name = sprintf("%s_%05d.png", sample_name, roi_numbers), + class_name = class_names, + score = scores, + width = vapply(roi_data, `[[`, numeric(1), "width"), + height = vapply(roi_data, `[[`, numeric(1), "height"), + roi_area = vapply(roi_data, `[[`, numeric(1), "area"), + stringsAsFactors = FALSE + ) + + # Sort by area (descending) + classifications[order(-classifications$roi_area), ] +} + #' Load classifications from SQLite database #' #' Reads annotations for a sample from the SQLite database and returns a data diff --git a/R/utils.R b/R/utils.R index d8c3717..4d49493 100644 --- a/R/utils.R +++ b/R/utils.R @@ -136,7 +136,7 @@ load_file_index <- function() { #' If folder paths are not provided, they are read from saved settings. #' #' @param roi_folder Path to ROI data folder. If NULL, read from saved settings. -#' @param csv_folder Path to classification folder (CSV/MAT). If NULL, read from saved settings. +#' @param csv_folder Path to classification folder (CSV/H5/MAT). If NULL, read from saved settings. #' @param output_folder Path to output folder for MAT annotations. If NULL, read from saved settings. #' @param verbose If TRUE, print progress messages. Default TRUE. #' @param db_folder Path to the database folder for SQLite annotations. If NULL, @@ -221,6 +221,7 @@ rescan_file_index <- function(roi_folder = NULL, csv_folder = NULL, # Scan classification files classified <- character() mat_file_map <- list() + h5_file_map <- list() csv_map <- list() if (csv_valid) { @@ -248,9 +249,21 @@ rescan_file_index <- function(roi_folder = NULL, csv_folder = NULL, } } + h5_files <- list.files(csv_folder, pattern = "_class.*\\.h5$", + recursive = TRUE, full.names = TRUE) + + for (h5_file in h5_files) { + h5_basename <- basename(h5_file) + sample_from_h5 <- sub("_class.*\\.h5$", "", h5_basename) + if (sample_from_h5 %in% sample_names) { + h5_file_map[[sample_from_h5]] <- h5_file + } + } + mat_samples <- names(mat_file_map) + h5_samples <- names(h5_file_map) csv_matched <- csv_sample_names[csv_sample_names %in% sample_names] - classified <- unique(c(csv_matched, mat_samples)) + classified <- unique(c(csv_matched, h5_samples, mat_samples)) if (verbose) message(" Found ", length(classified), " classified samples") } @@ -286,6 +299,7 @@ rescan_file_index <- function(roi_folder = NULL, csv_folder = NULL, roi_path_map = roi_map, csv_path_map = csv_map, classifier_mat_files = mat_file_map, + classifier_h5_files = h5_file_map, timestamp = as.character(Sys.time()) ) diff --git a/_pkgdown.yml b/_pkgdown.yml index dda7f38..8c8713c 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -48,6 +48,7 @@ reference: - load_class_list - load_from_classifier_mat - load_from_csv + - load_from_h5 - load_from_mat - load_from_db - create_new_classifications diff --git a/inst/app/server.R b/inst/app/server.R index de99b4c..de0bb2c 100644 --- a/inst/app/server.R +++ b/inst/app/server.R @@ -173,10 +173,11 @@ server <- function(input, output, session) { # Store all sample names and their classification status all_samples <- reactiveVal(character()) - classified_samples <- reactiveVal(character()) # Auto-classified (CSV or classifier MAT) + classified_samples <- reactiveVal(character()) # Auto-classified (CSV, H5, or classifier MAT) annotated_samples <- reactiveVal(character()) # Manually annotated (has .mat in output folder) - # Store mapping of sample names to classifier MAT file paths + # Store mapping of sample names to classifier MAT/H5 file paths classifier_mat_files <- reactiveVal(list()) + classifier_h5_files <- reactiveVal(list()) # Path maps: sample_name -> full file path (discovered during scan) roi_path_map <- reactiveVal(list()) csv_path_map <- reactiveVal(list()) @@ -225,14 +226,19 @@ server <- function(input, output, session) { h5("Folder Paths"), div( - style = "display: flex; gap: 5px; align-items: flex-end; margin-bottom: 15px;", + style = "display: flex; gap: 5px; align-items: flex-end; margin-bottom: 5px;", div(style = "flex: 1;", - textInput("cfg_csv_folder", "Classification Folder (CSV/MAT)", + textInput("cfg_csv_folder", "Classification Folder (CSV/H5/MAT)", value = config$csv_folder, width = "100%")), shinyDirButton("browse_csv_folder", "Browse", "Select Classification Folder", class = "btn-outline-secondary", style = "margin-bottom: 15px;") ), + checkboxInput("cfg_use_threshold", "Apply classification threshold", + value = config$use_threshold), + tags$small(class = "text-muted", style = "display: block; margin-bottom: 15px;", + "When enabled, classifications below the confidence threshold are marked as 'unclassified'."), + div( style = "display: flex; gap: 5px; align-items: flex-end; margin-bottom: 15px;", div(style = "flex: 1;", @@ -349,12 +355,6 @@ server <- function(input, output, session) { # ── IFCB Options ────────────────────────────────────────────── h5("IFCB Options"), - checkboxInput("cfg_use_threshold", "Apply classification threshold", - value = config$use_threshold), - tags$small(class = "text-muted", - "Only applies to ifcb-analysis MATLAB classifier output (*_class*.mat).", - "When enabled, classifications below the confidence threshold are marked as 'unclassified'."), - div( style = "display: flex; gap: 10px; align-items: center; margin-top: 10px;", numericInput("cfg_pixels_per_micron", "Pixels per micron", @@ -1016,13 +1016,21 @@ server <- function(input, output, session) { } adc_path <- sub("\\.roi$", ".adc", roi_path) - # Find classification source (CSV or classifier MAT) + # Find classification source (CSV > H5 > MAT) csv_path <- find_csv_file(sample_name) + classifier_h5_path <- find_classifier_h5(sample_name) classifier_mat_path <- classifier_mat_files()[[sample_name]] if (!is.null(csv_path)) { - classifications <- load_from_csv(csv_path) + classifications <- load_from_csv(csv_path, use_threshold = config$use_threshold) showNotification("Switched to Validation mode (CSV)", type = "message") + } else if (!is.null(classifier_h5_path)) { + roi_dims <- read_roi_dimensions(adc_path) + classifications <- load_from_h5( + classifier_h5_path, sample_name, roi_dims, + use_threshold = config$use_threshold + ) + showNotification("Switched to Validation mode (H5)", type = "message") } else if (!is.null(classifier_mat_path)) { roi_dims <- read_roi_dimensions(adc_path) classifications <- load_from_classifier_mat( @@ -1216,7 +1224,8 @@ server <- function(input, output, session) { roi_path_map(safe_list(index_data$roi_path_map)) csv_path_map(safe_list(index_data$csv_path_map)) classifier_mat_files(safe_list(index_data$classifier_mat_files)) - + classifier_h5_files(safe_list(index_data$classifier_h5_files)) + years <- unique(substr(sample_names, 2, 5)) years <- sort(years) first_year <- if (length(years) > 0) years[1] else "all" @@ -1228,7 +1237,7 @@ server <- function(input, output, session) { TRUE } - # Scan for available ROI files and classification files (CSV and MAT) + # Scan for available ROI files and classification files (CSV, H5, and MAT) # Uses disk cache for fast startup on subsequent launches observe({ rescan_trigger() # Force dependency on rescan trigger @@ -1530,7 +1539,7 @@ server <- function(input, output, session) { }) # ============================================================================ - # Helper: Find classification file (CSV or classifier MAT) + # Helper: Find classification file (CSV, H5, or classifier MAT) # ============================================================================ find_csv_file <- function(sample_name) { @@ -1550,6 +1559,15 @@ server <- function(input, output, session) { } return(NULL) } + + # Find classifier H5 file for a sample + find_classifier_h5 <- function(sample_name) { + h5_map <- classifier_h5_files() + if (sample_name %in% names(h5_map)) { + return(h5_map[[sample_name]]) + } + return(NULL) + } # ============================================================================ # Sample Loading @@ -1612,10 +1630,12 @@ server <- function(input, output, session) { load_sample_data <- function(sample_name) { req(rv$class2use) - # Find classification files + # Find classification files (priority: CSV > H5 > MAT) csv_path <- find_csv_file(sample_name) + classifier_h5_path <- find_classifier_h5(sample_name) classifier_mat_path <- find_classifier_mat(sample_name) has_csv <- !is.null(csv_path) + has_classifier_h5 <- !is.null(classifier_h5_path) has_classifier_mat <- !is.null(classifier_mat_path) # Use discovered paths from scan (supports any folder structure) @@ -1637,7 +1657,7 @@ server <- function(input, output, session) { has_db_annotation <- sample_name %in% list_annotated_samples_db(db_path) has_mat_annotation <- file.exists(annotation_mat_path) has_existing_annotation <- has_db_annotation || has_mat_annotation - has_classification <- has_csv || has_classifier_mat + has_classification <- has_csv || has_classifier_h5 || has_classifier_mat # Track if sample has both modes available rv$has_both_modes <- has_existing_annotation && has_classification @@ -1668,10 +1688,28 @@ server <- function(input, output, session) { } else if (has_csv) { # VALIDATION MODE - from CSV - classifications <- load_from_csv(csv_path) + classifications <- load_from_csv(csv_path, use_threshold = config$use_threshold) rv$is_annotation_mode <- FALSE - mode_message <- "Validation mode (CSV)" - + threshold_text <- if (config$use_threshold) "with threshold" else "without threshold" + mode_message <- paste0("Validation mode (CSV, ", threshold_text, ")") + + } else if (has_classifier_h5) { + # VALIDATION MODE - from classifier H5 file + if (!file.exists(adc_path)) { + showNotification(paste("ADC file not found:", adc_path), type = "error") + return(FALSE) + } + + roi_dims <- read_roi_dimensions(adc_path) + classifications <- load_from_h5( + classifier_h5_path, sample_name, roi_dims, + use_threshold = config$use_threshold + ) + rv$is_annotation_mode <- FALSE + + threshold_text <- if (config$use_threshold) "with threshold" else "without threshold" + mode_message <- paste0("Validation mode (H5, ", threshold_text, ")") + } else if (has_classifier_mat) { # VALIDATION MODE - from classifier MAT file if (!file.exists(adc_path)) { diff --git a/man/load_from_csv.Rd b/man/load_from_csv.Rd index 774dadd..96475f6 100644 --- a/man/load_from_csv.Rd +++ b/man/load_from_csv.Rd @@ -4,10 +4,14 @@ \alias{load_from_csv} \title{Load classifications from CSV file (validation mode)} \usage{ -load_from_csv(csv_path) +load_from_csv(csv_path, use_threshold = TRUE) } \arguments{ \item{csv_path}{Path to classification CSV file} + +\item{use_threshold}{Logical, whether to use the threshold-filtered +\code{class_name} column (default \code{TRUE}) or the raw +\code{class_name_auto} column when available.} } \value{ Data frame with classifications. Expected columns: `file_name`, @@ -25,9 +29,12 @@ The CSV file must contain the following columns: \item{class_name}{Predicted class name (e.g., `Diatom`).} } -An optional column may also be included: +Optional columns may also be included: \describe{ \item{score}{Classification confidence value between 0 and 1.} + \item{class_name_auto}{Raw (unthresholded) class prediction. When + \code{use_threshold = FALSE} and this column exists, its values are + used as \code{class_name}.} } The CSV file must be named after the sample it describes diff --git a/man/load_from_h5.Rd b/man/load_from_h5.Rd new file mode 100644 index 0000000..23a0751 --- /dev/null +++ b/man/load_from_h5.Rd @@ -0,0 +1,39 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/sample_loading.R +\name{load_from_h5} +\alias{load_from_h5} +\title{Load classifications from HDF5 classifier output file} +\usage{ +load_from_h5(h5_path, sample_name, roi_dimensions, use_threshold = TRUE) +} +\arguments{ +\item{h5_path}{Path to classifier H5 file (matching pattern *_class*.h5)} + +\item{sample_name}{Sample name (e.g., "D20220522T000439_IFCB134")} + +\item{roi_dimensions}{Data frame from \code{\link{read_roi_dimensions}}} + +\item{use_threshold}{Logical, whether to use the threshold-filtered +\code{class_name} dataset (default \code{TRUE}) or the raw +\code{class_name_auto} dataset.} +} +\value{ +Data frame with columns: file_name, class_name, score, width, height, + roi_area +} +\description{ +Reads an HDF5 classifier output file (from iRfcb 0.8.0+) and extracts +class predictions. Requires the \pkg{hdf5r} package. +} +\examples{ +\dontrun{ +dims <- read_roi_dimensions("/data/raw/2022/D20220522/D20220522T000439_IFCB134.adc") +classifications <- load_from_h5( + h5_path = "/data/classified/D20220522T000439_IFCB134_class.h5", + sample_name = "D20220522T000439_IFCB134", + roi_dimensions = dims, + use_threshold = TRUE +) +head(classifications) +} +} diff --git a/man/rescan_file_index.Rd b/man/rescan_file_index.Rd index 30876d0..b9370b7 100644 --- a/man/rescan_file_index.Rd +++ b/man/rescan_file_index.Rd @@ -15,7 +15,7 @@ rescan_file_index( \arguments{ \item{roi_folder}{Path to ROI data folder. If NULL, read from saved settings.} -\item{csv_folder}{Path to classification folder (CSV/MAT). If NULL, read from saved settings.} +\item{csv_folder}{Path to classification folder (CSV/H5/MAT). If NULL, read from saved settings.} \item{output_folder}{Path to output folder for MAT annotations. If NULL, read from saved settings.} diff --git a/tests/testthat/test-sample_loading.R b/tests/testthat/test-sample_loading.R index 4198e49..8945e09 100644 --- a/tests/testthat/test-sample_loading.R +++ b/tests/testthat/test-sample_loading.R @@ -95,6 +95,136 @@ test_that("filter_to_extracted returns all if folder doesn't exist", { expect_equal(nrow(filtered), 2) }) +test_that("load_from_csv with use_threshold=FALSE uses class_name_auto", { + temp_csv <- tempfile(fileext = ".csv") + mock_data <- data.frame( + file_name = c("D20230101_00001.png", "D20230101_00002.png"), + class_name = c("unclassified", "Diatom"), + class_name_auto = c("Ciliate", "Diatom"), + score = c(0.45, 0.95), + stringsAsFactors = FALSE + ) + write.csv(mock_data, temp_csv, row.names = FALSE) + + # With threshold (default) — uses class_name + with_threshold <- load_from_csv(temp_csv, use_threshold = TRUE) + expect_equal(with_threshold$class_name, c("unclassified", "Diatom")) + + # Without threshold — uses class_name_auto + without_threshold <- load_from_csv(temp_csv, use_threshold = FALSE) + expect_equal(without_threshold$class_name, c("Ciliate", "Diatom")) + + unlink(temp_csv) +}) + +test_that("load_from_csv with use_threshold=FALSE falls back when class_name_auto missing", { + temp_csv <- tempfile(fileext = ".csv") + mock_data <- data.frame( + file_name = c("D20230101_00001.png"), + class_name = c("Diatom"), + score = c(0.95), + stringsAsFactors = FALSE + ) + write.csv(mock_data, temp_csv, row.names = FALSE) + + # Without threshold but no class_name_auto column — uses class_name + result <- load_from_csv(temp_csv, use_threshold = FALSE) + expect_equal(result$class_name, "Diatom") + + unlink(temp_csv) +}) + +test_that("load_from_h5 reads H5 classification file correctly", { + skip_if_not_installed("hdf5r") + + h5_path <- testthat::test_path("test_data", "D20220522T000439_IFCB134_class.h5") + skip_if_not(file.exists(h5_path), "Test H5 file not found") + + sample_name <- "D20220522T000439_IFCB134" + + # Create mock roi_dimensions matching the H5 file's ROI numbers + h5 <- hdf5r::H5File$new(h5_path, "r") + roi_numbers <- h5[["roi_numbers"]]$read() + h5$close_all() + + roi_dimensions <- data.frame( + roi_number = roi_numbers, + width = rep(100, length(roi_numbers)), + height = rep(100, length(roi_numbers)), + area = seq(10000, 10000 + length(roi_numbers) - 1) + ) + + classifications <- load_from_h5( + h5_path = h5_path, + sample_name = sample_name, + roi_dimensions = roi_dimensions, + use_threshold = TRUE + ) + + expect_s3_class(classifications, "data.frame") + expect_true(nrow(classifications) > 0) + expect_named(classifications, c("file_name", "class_name", "score", "width", "height", "roi_area")) + expect_type(classifications$class_name, "character") + expect_type(classifications$score, "double") + # All scores should be between 0 and 1 + expect_true(all(classifications$score >= 0 & classifications$score <= 1)) + # Should be sorted by area descending + expect_equal(classifications$roi_area, sort(classifications$roi_area, decreasing = TRUE)) +}) + +test_that("load_from_h5 with use_threshold=FALSE uses class_name_auto", { + skip_if_not_installed("hdf5r") + + h5_path <- testthat::test_path("test_data", "D20220522T000439_IFCB134_class.h5") + skip_if_not(file.exists(h5_path), "Test H5 file not found") + + sample_name <- "D20220522T000439_IFCB134" + + h5 <- hdf5r::H5File$new(h5_path, "r") + roi_numbers <- h5[["roi_numbers"]]$read() + h5$close_all() + + roi_dimensions <- data.frame( + roi_number = roi_numbers, + width = rep(100, length(roi_numbers)), + height = rep(100, length(roi_numbers)), + area = seq(10000, 10000 + length(roi_numbers) - 1) + ) + + with_threshold <- load_from_h5(h5_path, sample_name, roi_dimensions, use_threshold = TRUE) + without_threshold <- load_from_h5(h5_path, sample_name, roi_dimensions, use_threshold = FALSE) + + expect_s3_class(without_threshold, "data.frame") + expect_equal(nrow(with_threshold), nrow(without_threshold)) + # Without threshold should have no "unclassified" (all have raw predictions) + expect_type(without_threshold$class_name, "character") +}) + +test_that("load_from_h5 errors without hdf5r package", { + # We can't truly unload hdf5r, but we can check the function exists + expect_true(is.function(load_from_h5)) + expect_equal( + names(formals(load_from_h5)), + c("h5_path", "sample_name", "roi_dimensions", "use_threshold") + ) +}) + +test_that("load_from_csv reads real CSV with class_name_auto", { + csv_path <- testthat::test_path("test_data", "D20220522T000439_IFCB134.csv") + skip_if_not(file.exists(csv_path), "Test CSV file not found") + + # With threshold + with_threshold <- load_from_csv(csv_path, use_threshold = TRUE) + expect_s3_class(with_threshold, "data.frame") + expect_true(nrow(with_threshold) > 0) + expect_true("file_name" %in% names(with_threshold)) + expect_true("class_name" %in% names(with_threshold)) + + # Without threshold + without_threshold <- load_from_csv(csv_path, use_threshold = FALSE) + expect_equal(nrow(with_threshold), nrow(without_threshold)) +}) + test_that("load_from_classifier_mat handles class names correctly", { skip_if_not_installed("iRfcb") @@ -222,6 +352,39 @@ test_that("load_from_classifier_mat works with use_threshold=FALSE", { expect_type(classifications$class_name, "character") }) +test_that("rescan_file_index discovers H5 classifier files", { + # Create temp folder structure + roi_dir <- file.path(tempdir(), "test_h5_scan", "roi", "2022", "D20220522") + csv_dir <- file.path(tempdir(), "test_h5_scan", "classified") + output_dir <- file.path(tempdir(), "test_h5_scan", "output") + dir.create(roi_dir, recursive = TRUE, showWarnings = FALSE) + dir.create(csv_dir, recursive = TRUE, showWarnings = FALSE) + dir.create(output_dir, recursive = TRUE, showWarnings = FALSE) + + # Create dummy ROI file + file.create(file.path(roi_dir, "D20220522T000439_IFCB134.roi")) + + # Create dummy H5 and MAT classifier files + file.create(file.path(csv_dir, "D20220522T000439_IFCB134_class.h5")) + file.create(file.path(csv_dir, "D20220522T000439_IFCB134_class_v1.mat")) + + result <- rescan_file_index( + roi_folder = file.path(tempdir(), "test_h5_scan", "roi"), + csv_folder = csv_dir, + output_folder = output_dir, + verbose = FALSE, + db_folder = tempdir() + ) + + expect_type(result, "list") + expect_true("D20220522T000439_IFCB134" %in% result$classified_samples) + expect_true("D20220522T000439_IFCB134" %in% names(result$classifier_h5_files)) + expect_true("D20220522T000439_IFCB134" %in% names(result$classifier_mat_files)) + + # Cleanup + unlink(file.path(tempdir(), "test_h5_scan"), recursive = TRUE) +}) + test_that("read_roi_dimensions reads real ADC file correctly", { adc_path <- testthat::test_path("test_data", "raw", "2022", "D20220522", "D20220522T000439_IFCB134.adc") skip_if_not(file.exists(adc_path), "Test ADC file not found") diff --git a/tests/testthat/test_data/D20220522T000439_IFCB134.csv b/tests/testthat/test_data/D20220522T000439_IFCB134.csv new file mode 100644 index 0000000..9ca8a0a --- /dev/null +++ b/tests/testthat/test_data/D20220522T000439_IFCB134.csv @@ -0,0 +1,8 @@ +"file_name","class_name","class_name_auto","score" +"D20220522T000439_IFCB134_00002.png","Mesodinium_rubrum","Mesodinium_rubrum",0.900653839111328 +"D20220522T000439_IFCB134_00003.png","Strombidium-like","Strombidium-like",0.997846364974976 +"D20220522T000439_IFCB134_00004.png","Mesodinium_rubrum","Mesodinium_rubrum",0.514867901802063 +"D20220522T000439_IFCB134_00005.png","Ciliophora","Ciliophora",0.852679908275604 +"D20220522T000439_IFCB134_00006.png","Mesodinium_rubrum","Mesodinium_rubrum",0.991099894046783 +"D20220522T000439_IFCB134_00007.png","Mesodinium_rubrum","Mesodinium_rubrum",0.909600496292114 +"D20220522T000439_IFCB134_00008.png","Mesodinium_rubrum","Mesodinium_rubrum",0.993842244148254 diff --git a/tests/testthat/test_data/D20220522T000439_IFCB134_class.h5 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b/vignettes/faq.Rmd @@ -132,15 +132,19 @@ A: The app scans the ROI Data Folder recursively, so any subfolder layout works A: For CSV files: - Must have columns named `file_name` and `class_name` (exact names required) -- Optionally include a `score` column (confidence value between 0 and 1) +- Optionally include `score` and `class_name_auto` columns - The CSV file must be named after the sample (e.g., `D20230101T120000_IFCB134.csv`) - File should be in the Classification Folder (indexed via file cache; click Sync to refresh) +For H5 files: + +- Must match pattern `*_class*.h5` +- Requires the `hdf5r` package (`install.packages("hdf5r")`) + For MAT files: - Must match pattern `*_class*.mat` - Must contain `roinum` and `TBclass` variables -- Must contain `roinum` and `TBclass` variables --- @@ -158,15 +162,17 @@ D20230101T120000_IFCB134_00001.png,Diatom D20230101T120000_IFCB134_00002.png,Ciliate ``` -With optional `score` column (confidence values between 0 and 1): +With optional `score` and `class_name_auto` columns: ``` -file_name,class_name,score -D20230101T120000_IFCB134_00001.png,Diatom,0.95 -D20230101T120000_IFCB134_00002.png,Ciliate,0.87 -D20230101T120000_IFCB134_00003.png,Dinoflagellate,0.72 +file_name,class_name,class_name_auto,score +D20230101T120000_IFCB134_00001.png,unclassified,Diatom,0.45 +D20230101T120000_IFCB134_00002.png,Ciliate,Ciliate,0.87 +D20230101T120000_IFCB134_00003.png,Dinoflagellate,Dinoflagellate,0.72 ``` +The `class_name_auto` column contains the raw prediction without threshold. When "Apply classification threshold" is disabled in Settings, ClassiPyR uses `class_name_auto` instead of `class_name`. + **Q: My CNN classifier outputs different column names** A: The column names must be exactly `file_name` and `class_name`. If your classifier uses different names, rename the columns before loading. For example in R: diff --git a/vignettes/getting-started.Rmd b/vignettes/getting-started.Rmd index 15e732c..89d47fc 100644 --- a/vignettes/getting-started.Rmd +++ b/vignettes/getting-started.Rmd @@ -23,7 +23,7 @@ Make sure you have: 1. The package installed (see [Installation](https://europeanifcbgroup.github.io/ClassiPyR/)) 2. Your IFCB data files (ROI, ADC, HDR) 3. Optionally: a class list file (.mat or .txt) - you can also create one from scratch in the app -4. Optionally: existing classifications (CSV or classifier MAT files, see below) +4. Optionally: existing classifications (CSV, H5, or classifier MAT files, see below) ### Python Requirements @@ -41,7 +41,7 @@ D20230101T120000_IFCB134_00001.png,Diatom D20230101T120000_IFCB134_00002.png,Ciliate ``` -An optional `score` column (confidence values between 0 and 1) can also be included. See the [User Guide](user-guide.html) for more details. +An optional `score` column (confidence values between 0 and 1) can also be included. HDF5 (`.h5`) and MATLAB (`.mat`) classifier output files from [iRfcb](https://github.com/EuropeanIFCBGroup/iRfcb) are also supported. See the [User Guide](user-guide.html) for more details. ### Python Setup (optional) @@ -77,7 +77,7 @@ Configure your folders using the built-in folder browser: | Setting | Description | Example | |---------|-------------|---------| -| Classification Folder | Where your CSV/MAT classifications are | `/ifcb/classified/` | +| Classification Folder | Where your CSV/H5/MAT classifications are | `/ifcb/classified/` | | ROI Data Folder | Where your IFCB raw files are | `/ifcb/raw/` | | Output Folder | Where MAT files and statistics go | `/ifcb/manual/` | | Database Folder | Where the SQLite database is stored (must be local) | auto-detected | diff --git a/vignettes/user-guide.Rmd b/vignettes/user-guide.Rmd index a8d20ec..2370629 100644 --- a/vignettes/user-guide.Rmd +++ b/vignettes/user-guide.Rmd @@ -152,20 +152,23 @@ The default scale is 3.4 pixels per micrometer (standard for IFCB). To adjust: ## Classification Sources -`ClassiPyR` supports multiple classification input formats. +`ClassiPyR` supports multiple classification input formats. When multiple formats exist for the same sample, the priority is: CSV > H5 > MAT. + +All three formats support a **classification threshold** option (configurable in Settings under the Classification Folder). When enabled, predictions below the confidence threshold are shown as "unclassified"; when disabled, the raw (unthresholded) class prediction is used. ### CSV Files -Standard classification CSV output. The CSV file must be named after the sample it describes (e.g., `D20230101T120000_IFCB134.csv`). +Standard classification CSV output from [iRfcb](https://github.com/EuropeanIFCBGroup/iRfcb). The CSV file must be named after the sample it describes (e.g., `D20230101T120000_IFCB134.csv`). Required columns (exact names): - `file_name`: Image filename including `.png` extension (e.g., `D20230101T120000_IFCB134_00001.png`) -- `class_name`: Predicted class name +- `class_name`: Predicted class name (threshold-applied) Optional columns: - `score`: Classification confidence (0-1) +- `class_name_auto`: Raw class prediction without threshold (used when threshold is disabled) **Minimal example:** @@ -175,28 +178,38 @@ D20230101T120000_IFCB134_00001.png,Diatom D20230101T120000_IFCB134_00002.png,Ciliate ``` -**Example with confidence scores:** +**Example with confidence scores and raw predictions:** ``` -file_name,class_name,score -D20230101T120000_IFCB134_00001.png,Diatom,0.95 -D20230101T120000_IFCB134_00002.png,Ciliate,0.87 -D20230101T120000_IFCB134_00003.png,Dinoflagellate,0.72 +file_name,class_name,class_name_auto,score +D20230101T120000_IFCB134_00001.png,unclassified,Diatom,0.45 +D20230101T120000_IFCB134_00002.png,Ciliate,Ciliate,0.87 ``` **Different CNN pipelines**: If your classifier produces different column names, rename them to `file_name` and `class_name` before placing the CSV in the Classification Folder. Files are looked up from the file index cache (see [File Index Cache](#file-index-cache) below). +### HDF5 Classifier Output + +Files matching `*_class*.h5` pattern, produced by [iRfcb](https://github.com/EuropeanIFCBGroup/iRfcb) (>= 0.8.0). Contains: + +- `roi_numbers`: ROI identifiers +- `class_name`: Predicted class with threshold applied +- `class_name_auto`: Predicted class without threshold +- `output_scores`: Per-class confidence scores +- `class_labels`: All possible class names +- `classifier_name`: Name of the classifier model + +Requires the optional [`hdf5r`](https://CRAN.R-project.org/package=hdf5r) package. Install with `install.packages("hdf5r")`. + ### MATLAB Classifier Output -Files matching `*_class*.mat` pattern containing: +Files matching `*_class*.mat` pattern from [ifcb-analysis](https://github.com/hsosik/ifcb-analysis) containing: - `roinum`: ROI numbers -- `TBclass_above_threshold`: With threshold -- `TBclass`: Without threshold - -**Threshold option**: Enable in Settings to include unclassified predictions below confidence threshold. +- `TBclass_above_threshold`: Predicted class with threshold +- `TBclass`: Predicted class without threshold ### Existing Annotations @@ -300,7 +313,7 @@ Images organized into class folders for training CNN models or other classifiers | Setting | Description | |---------|-------------| -| Classification Folder | Source of CSV/MAT classifications | +| Classification Folder | Source of CSV/H5/MAT classifications | | ROI Data Folder | IFCB raw files (ROI/ADC/HDR) | | Output Folder | Where MAT files and statistics go (can be on a network drive) | | Database Folder | Where the SQLite database is stored (must be a local drive) | @@ -340,7 +353,7 @@ The path is remembered for future sessions. **Priority order**: `run_app(venv_pa ### Classifier Options -**Apply classification threshold**: When loading MATLAB classifier output, use `TBclass_above_threshold` (checked) or `TBclass` (unchecked). +**Apply classification threshold**: When loading classifier output (CSV, H5, or MAT), use the threshold-filtered class predictions (checked) or the raw unthresholded predictions (unchecked). --- @@ -409,4 +422,8 @@ Settings are loaded automatically when you start the app, so your folder paths, - **[`iRfcb`](https://github.com/EuropeanIFCBGroup/iRfcb)** for IFCB data operations (extracting images, reading ADC metadata, reading/writing `.mat` files, class list handling) - **[`RSQLite`](https://CRAN.R-project.org/package=RSQLite)** and **[`DBI`](https://CRAN.R-project.org/package=DBI)** for the SQLite annotation database +Optional dependencies: + +- **[`hdf5r`](https://CRAN.R-project.org/package=hdf5r)** for reading HDF5 (`.h5`) classifier output files. Install with `install.packages("hdf5r")`. + All R dependencies are installed automatically when you install `ClassiPyR`. Python is only needed for `.mat` file export. From 2eed6aa2b936a7f14aa59cd040df646e0a560363 Mon Sep 17 00:00:00 2001 From: anderstorstensson Date: Sat, 28 Feb 2026 10:32:26 +0100 Subject: [PATCH 02/13] feat: add PNG class folder import to SQLite MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Add Import PNG → SQLite feature that reads annotations from PNG images organized in class-name subfolders (iRfcb convention). Includes a multi-step UI flow with class mapping dialog for unmatched classes and overwrite warnings for existing samples. New exported functions: scan_png_class_folder() and import_png_folder_to_db(). 32 new tests, vignette and FAQ updates. --- NAMESPACE | 2 + NEWS.md | 9 + R/database.R | 73 ++++++++ R/sample_loading.R | 105 +++++++++++ _pkgdown.yml | 2 + inst/app/server.R | 233 ++++++++++++++++++++++- man/figures/settings-dialog.png | Bin 140790 -> 79906 bytes man/import_png_folder_to_db.Rd | 49 +++++ man/scan_png_class_folder.Rd | 34 ++++ tests/testthat/test-png-import.R | 304 +++++++++++++++++++++++++++++++ vignettes/faq.Rmd | 21 +++ vignettes/getting-started.Rmd | 1 + vignettes/user-guide.Rmd | 3 + 13 files changed, 834 insertions(+), 2 deletions(-) create mode 100644 man/import_png_folder_to_db.Rd create mode 100644 man/scan_png_class_folder.Rd create mode 100644 tests/testthat/test-png-import.R diff --git a/NAMESPACE b/NAMESPACE index af96cb2..ee6aaf2 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -16,6 +16,7 @@ export(get_sample_paths) export(get_settings_path) export(import_all_mat_to_db) export(import_mat_to_db) +export(import_png_folder_to_db) export(init_python_env) export(is_valid_sample_name) export(list_annotated_samples_db) @@ -35,6 +36,7 @@ export(save_annotations_db) export(save_file_index) export(save_sample_annotations) export(save_validation_statistics) +export(scan_png_class_folder) export(update_annotator) importFrom(DBI,dbConnect) importFrom(DBI,dbDisconnect) diff --git a/NEWS.md b/NEWS.md index 2db4d50..23c140e 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,12 @@ +# ClassiPyR (development version) + +## New features + +- Added **Import PNG → SQLite** button in Settings > Import / Export. Imports annotations from a folder of PNG images organized in class-name subfolders (e.g. exported by ClassiPyR or other tools). Folder names follow the iRfcb convention where trailing `_NNN` suffixes are stripped. +- When importing PNG folders with class names not in the current class list, a **class mapping dialog** lets users remap unmatched classes to existing ones or add them as new classes. +- Overwrite warning dialog shown when imported samples already exist in the database. +- New exported functions: `scan_png_class_folder()` for scanning PNG class folder structures, and `import_png_folder_to_db()` for programmatic bulk import. + # ClassiPyR 0.1.1 ## New features diff --git a/R/database.R b/R/database.R index 536a218..296d85a 100644 --- a/R/database.R +++ b/R/database.R @@ -601,6 +601,79 @@ export_db_to_png <- function(db_path, sample_name, roi_path, png_folder, }) } +#' Import annotations from a PNG class folder into the SQLite database +#' +#' Scans a folder of PNG images organized in class-name subfolders (via +#' \code{\link{scan_png_class_folder}}) and imports the annotations into the +#' database. An optional \code{class_mapping} named vector remaps class names +#' before saving. +#' +#' @param png_folder Path to the top-level folder containing class subfolders +#' @param db_path Path to the SQLite database file +#' @param class2use Character vector of class names (preserves index order for +#' .mat export) +#' @param class_mapping Optional named character vector mapping scanned class +#' names to target class names. Names are the source classes, values are the +#' target classes. Classes not in the mapping are kept as-is. +#' @param annotator Annotator name (defaults to \code{"imported"}) +#' @return Named list with counts: \code{success}, \code{failed} +#' @export +#' @examples +#' \dontrun{ +#' db_path <- get_db_path("/data/manual") +#' class2use <- c("Diatom", "Dinoflagellate", "Ciliate") +#' result <- import_png_folder_to_db( +#' "/data/png_export", db_path, class2use, +#' class_mapping = c("OldName" = "NewName"), +#' annotator = "Jane" +#' ) +#' cat(result$success, "imported,", result$failed, "failed\n") +#' } +import_png_folder_to_db <- function(png_folder, db_path, class2use, + class_mapping = NULL, + annotator = "imported") { + scan_result <- scan_png_class_folder(png_folder) + + counts <- list(success = 0L, failed = 0L) + + if (nrow(scan_result$annotations) == 0) { + return(counts) + } + + annotations <- scan_result$annotations + + # Apply class mapping if provided + if (!is.null(class_mapping) && length(class_mapping) > 0) { + mapped <- class_mapping[annotations$class_name] + has_mapping <- !is.na(mapped) + annotations$class_name[has_mapping] <- mapped[has_mapping] + } + + # Group by sample_name and save each sample + + sample_names <- unique(annotations$sample_name) + + for (sn in sample_names) { + sample_rows <- annotations[annotations$sample_name == sn, ] + + classifications <- data.frame( + file_name = sample_rows$file_name, + class_name = sample_rows$class_name, + stringsAsFactors = FALSE + ) + + ok <- save_annotations_db(db_path, sn, classifications, class2use, + annotator) + if (isTRUE(ok)) { + counts$success <- counts$success + 1L + } else { + counts$failed <- counts$failed + 1L + } + } + + counts +} + #' Bulk export all annotated samples from SQLite to class-organized PNGs #' #' Exports every annotated sample in the database to PNG images organized diff --git a/R/sample_loading.R b/R/sample_loading.R index 468d3f5..6066db9 100644 --- a/R/sample_loading.R +++ b/R/sample_loading.R @@ -343,6 +343,111 @@ create_new_classifications <- function(sample_name, roi_dimensions) { classifications[order(-classifications$roi_area), ] } +#' Scan a PNG folder with class subfolders +#' +#' Scans a directory containing PNG images organized into class-name +#' subfolders (e.g. as exported by \code{\link{export_db_to_png}} or other +#' tools). Folder names follow the iRfcb convention where a trailing 3-digit +#' suffix is stripped (e.g. \code{Diatom_001} becomes \code{Diatom}). +#' +#' @param png_folder Path to the top-level folder containing class subfolders +#' @return A list with components: +#' \describe{ +#' \item{annotations}{Data frame with columns \code{sample_name}, +#' \code{roi_number}, \code{file_name}, and \code{class_name}} +#' \item{classes_found}{Character vector of unique class names found} +#' \item{sample_names}{Character vector of unique sample names found} +#' } +#' @export +#' @examples +#' \dontrun{ +#' result <- scan_png_class_folder("/data/png_export") +#' head(result$annotations) +#' result$classes_found +#' result$sample_names +#' } +scan_png_class_folder <- function(png_folder) { + if (!dir.exists(png_folder)) { + stop("PNG folder does not exist: ", png_folder) + } + + subdirs <- list.dirs(png_folder, recursive = FALSE, full.names = TRUE) + + if (length(subdirs) == 0) { + return(list( + annotations = data.frame( + sample_name = character(), + roi_number = integer(), + file_name = character(), + class_name = character(), + stringsAsFactors = FALSE + ), + classes_found = character(), + sample_names = character() + )) + } + + all_rows <- list() + seen_rois <- list() + + for (subdir in subdirs) { + class_name <- sub("_\\d{3}$", "", basename(subdir)) + png_files <- list.files(subdir, pattern = "\\.png$", full.names = FALSE) + + for (fn in png_files) { + # Parse sample_name and roi_number from filename + # Expected format: SampleName_NNNNN.png (5-digit ROI number) + m <- regmatches(fn, regexec("^(.+)_(\\d{5})\\.png$", fn))[[1]] + if (length(m) < 3) { + warning("Skipping file with unexpected name format: ", fn) + next + } + + sample_name <- m[2] + roi_number <- as.integer(m[3]) + roi_key <- paste0(sample_name, "_", roi_number) + + if (!is.null(seen_rois[[roi_key]])) { + warning(sprintf("Duplicate ROI %s found in class '%s' (already in '%s'), using first occurrence", + roi_key, class_name, seen_rois[[roi_key]])) + next + } + seen_rois[[roi_key]] <- class_name + + all_rows[[length(all_rows) + 1L]] <- data.frame( + sample_name = sample_name, + roi_number = roi_number, + file_name = fn, + class_name = class_name, + stringsAsFactors = FALSE + ) + } + } + + if (length(all_rows) == 0) { + return(list( + annotations = data.frame( + sample_name = character(), + roi_number = integer(), + file_name = character(), + class_name = character(), + stringsAsFactors = FALSE + ), + classes_found = character(), + sample_names = character() + )) + } + + annotations <- do.call(rbind, all_rows) + rownames(annotations) <- NULL + + list( + annotations = annotations, + classes_found = sort(unique(annotations$class_name)), + sample_names = sort(unique(annotations$sample_name)) + ) +} + #' Filter classifications to only include extracted images #' #' Filters a classifications data frame to only include ROIs that have diff --git a/_pkgdown.yml b/_pkgdown.yml index 8c8713c..6bc67da 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -53,6 +53,7 @@ reference: - load_from_db - create_new_classifications - filter_to_extracted + - scan_png_class_folder - title: Sample Saving desc: Functions for saving annotations and exporting images contents: @@ -74,6 +75,7 @@ reference: - export_all_db_to_mat - export_db_to_png - export_all_db_to_png + - import_png_folder_to_db - title: File Index Cache desc: Functions for managing the file index cache for faster startup contents: diff --git a/inst/app/server.R b/inst/app/server.R index de0bb2c..4baad49 100644 --- a/inst/app/server.R +++ b/inst/app/server.R @@ -333,11 +333,14 @@ server <- function(input, output, session) { actionButton("export_db_to_mat_btn", "Export SQLite \u2192 .mat", icon = icon("file-export"), class = "btn-outline-secondary btn-sm"), actionButton("export_db_to_png_btn", "Export SQLite \u2192 PNG", - icon = icon("image"), class = "btn-outline-secondary btn-sm") + icon = icon("image"), class = "btn-outline-secondary btn-sm"), + actionButton("import_png_to_db_btn", "Import PNG \u2192 SQLite", + icon = icon("folder-open"), class = "btn-outline-secondary btn-sm") ), tags$small(class = "text-muted", "Bulk import/export all annotated samples between storage formats.", - "PNG export extracts images into class-name subfolders."), + "PNG export extracts images into class-name subfolders.", + "PNG import reads images from class-name subfolders."), div( style = "margin-top: 8px;", @@ -846,6 +849,232 @@ server <- function(input, output, session) { ) }) + # ============================================================================ + # Import PNG -> SQLite (multi-step flow) + # ============================================================================ + + # Temporary storage for the PNG import flow + png_import_state <- reactiveValues( + scan_result = NULL, + class_mapping = NULL, + png_folder = NULL + ) + + # Step 1: Button click - show folder picker dialog + observeEvent(input$import_png_to_db_btn, { + showModal(modalDialog( + title = "Import PNG \u2192 SQLite", + size = "m", + easyClose = TRUE, + div( + style = "display: flex; gap: 5px; align-items: flex-end; margin-bottom: 15px;", + div(style = "flex: 1;", + textInput("cfg_png_import_folder", "PNG Import Folder", + value = config$png_output_folder, width = "100%")), + shinyDirButton("browse_png_import_folder", "Browse", "Select PNG Import Folder", + class = "btn-outline-secondary", style = "margin-bottom: 15px;") + ), + tags$small(class = "text-muted", + "Select a folder containing PNG images organized in class-name subfolders.", + "Folder names follow iRfcb convention (trailing _NNN suffix is stripped)."), + footer = tagList( + modalButton("Cancel"), + actionButton("scan_png_folder_btn", "Scan Folder", class = "btn-primary") + ) + )) + }) + + # Set up shinyFiles dir chooser for PNG import folder + shinyDirChoose(input, "browse_png_import_folder", + roots = make_dynamic_roots("cfg_png_import_folder"), session = session) + + observeEvent(input$browse_png_import_folder, { + if (!is.integer(input$browse_png_import_folder)) { + folder <- parseDirPath(get_browse_volumes(input$cfg_png_import_folder), + input$browse_png_import_folder) + if (length(folder) > 0) { + updateTextInput(session, "cfg_png_import_folder", value = as.character(folder)) + } + } + }) + + # Step 1b: Scan the folder + observeEvent(input$scan_png_folder_btn, { + png_folder <- input$cfg_png_import_folder + if (is.null(png_folder) || !nzchar(png_folder) || !dir.exists(png_folder)) { + showNotification("Please select a valid folder.", type = "error") + return() + } + + withProgress(message = "Scanning PNG folder...", { + scan_result <- tryCatch( + scan_png_class_folder(png_folder), + error = function(e) { + showNotification(paste("Scan failed:", e$message), type = "error") + NULL + } + ) + }) + + if (is.null(scan_result) || nrow(scan_result$annotations) == 0) { + showNotification("No valid PNG images found in the selected folder.", type = "error") + return() + } + + png_import_state$scan_result <- scan_result + png_import_state$png_folder <- png_folder + png_import_state$class_mapping <- NULL + + # Check for class mismatches + unmatched <- setdiff(scan_result$classes_found, rv$class2use) + + if (length(unmatched) > 0) { + # Step 2: Show class mapping dialog + mapping_inputs <- lapply(unmatched, function(cls) { + choices <- c("Add as new" = "__add_new__", setNames(rv$class2use, rv$class2use)) + div( + style = "display: flex; gap: 10px; align-items: center; margin-bottom: 5px;", + tags$span(style = "flex: 0 0 200px; font-weight: bold;", cls), + div(style = "flex: 1;", + selectInput(paste0("png_map_", gsub("[^a-zA-Z0-9]", "_", cls)), + label = NULL, choices = choices, width = "100%")) + ) + }) + + showModal(modalDialog( + title = "Map Unmatched Classes", + size = "l", + easyClose = FALSE, + p(sprintf("Found %d class(es) not in your current class list. Map them to existing classes or add as new:", + length(unmatched))), + p(sprintf("Scanned: %d images across %d samples in %d classes.", + nrow(scan_result$annotations), + length(scan_result$sample_names), + length(scan_result$classes_found))), + hr(), + tagList(mapping_inputs), + footer = tagList( + modalButton("Cancel"), + actionButton("confirm_png_class_mapping_btn", "Continue", class = "btn-primary") + ) + )) + } else { + # No mismatches - proceed to overwrite check (Step 3) + check_png_import_overwrite() + } + }) + + # Step 2b: Process class mapping + observeEvent(input$confirm_png_class_mapping_btn, { + scan_result <- png_import_state$scan_result + if (is.null(scan_result)) return() + + unmatched <- setdiff(scan_result$classes_found, rv$class2use) + class_mapping <- character() + new_classes <- character() + + for (cls in unmatched) { + input_id <- paste0("png_map_", gsub("[^a-zA-Z0-9]", "_", cls)) + mapped_to <- input[[input_id]] + if (!is.null(mapped_to) && mapped_to != "__add_new__") { + class_mapping[cls] <- mapped_to + } else { + new_classes <- c(new_classes, cls) + } + } + + png_import_state$class_mapping <- if (length(class_mapping) > 0) class_mapping else NULL + + # Add new classes to class2use + if (length(new_classes) > 0) { + rv$class2use <- c(rv$class2use, new_classes) + showNotification( + sprintf("Added %d new class(es): %s", length(new_classes), + paste(new_classes, collapse = ", ")), + type = "message", duration = 5 + ) + } + + check_png_import_overwrite() + }) + + # Step 3: Check for existing samples and show overwrite warning + check_png_import_overwrite <- function() { + scan_result <- png_import_state$scan_result + if (is.null(scan_result)) return() + + db_path <- get_db_path(config$db_folder) + existing <- list_annotated_samples_db(db_path) + overlapping <- intersect(scan_result$sample_names, existing) + + if (length(overlapping) > 0) { + showModal(modalDialog( + title = "Overwrite Existing Samples?", + size = "m", + easyClose = FALSE, + p(sprintf("%d of %d samples already have annotations in the database and will be overwritten:", + length(overlapping), length(scan_result$sample_names))), + div( + style = "max-height: 200px; overflow-y: auto; background: #f8f9fa; padding: 10px; border-radius: 4px;", + tags$ul(lapply(overlapping, tags$li)) + ), + footer = tagList( + modalButton("Cancel"), + actionButton("confirm_png_overwrite_btn", "Overwrite & Import", + class = "btn-warning") + ) + )) + } else { + # No overlap - proceed directly + execute_png_import() + } + } + + observeEvent(input$confirm_png_overwrite_btn, { + execute_png_import() + }) + + # Step 4: Execute the import + execute_png_import <- function() { + removeModal() + + scan_result <- png_import_state$scan_result + png_folder <- png_import_state$png_folder + if (is.null(scan_result) || is.null(png_folder)) return() + + db_path <- get_db_path(config$db_folder) + annotator <- if (!is.null(input$annotator_name) && nzchar(input$annotator_name)) { + input$annotator_name + } else { + "imported" + } + + withProgress(message = "Importing PNG annotations to SQLite...", { + result <- import_png_folder_to_db( + png_folder, db_path, rv$class2use, + class_mapping = png_import_state$class_mapping, + annotator = annotator + ) + }) + + showNotification( + sprintf("PNG import complete: %d samples imported, %d failed.", + result$success, result$failed), + type = if (result$failed > 0) "warning" else "message", + duration = 8 + ) + + # Trigger rescan to refresh sample list + if (result$success > 0) { + rescan_trigger(rescan_trigger() + 1) + } + + # Clean up state + png_import_state$scan_result <- NULL + png_import_state$class_mapping <- NULL + png_import_state$png_folder <- NULL + } + # ============================================================================ # UI Outputs - Warnings and Indicators # ============================================================================ diff --git a/man/figures/settings-dialog.png 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zrkk$H_xYVbby#>IO*mDN>F=2rJv+FdB_YRE)&0=<$viMxiEVblByyIj5LA2UTxe-$nVoYd4sJ(V>hXaA{{CSId4ECktV6z7df~dA zo$bQ!J}W36+}X;Eyu*j(z2J%55GOp1EE02g7`{D5{|}-f4918TZ3TvQr^xbn^cror zYBP+RUWNQmP*1Bsr_9Qx^FAmn2egwl{4`Y4zx^C}Z%#X+Nt0(_1hdVY}#$e!Cv` z>a}VC-Q5W$=(wO>)4xGiTI zCkV*R>gv%mV)3;XGF--&bD=V+W=h`sK5-QmpD^M z@(MnF$?Ojdb}7a%F}T$Sny0rlHn>|QMK0o)pGfzvg26=VDdwdhF6aLOvM>GSQTksw zHIVEg`@jDT$@k}k1;3Etb8$>hFI>35=pv=%^2EvXg^Q)V-5qsHThj~ncFuP=1@4%c z8r|XI;NpY-31R-@4Wru|h3}xie8)3;GZ(iPPNo;k?d)w$*_@4?Oik^aE$m&^v3`od Q7hRB(QkE=~Fns$z03j+N@&Et; diff --git a/man/import_png_folder_to_db.Rd b/man/import_png_folder_to_db.Rd new file mode 100644 index 0000000..2471e96 --- /dev/null +++ b/man/import_png_folder_to_db.Rd @@ -0,0 +1,49 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/database.R +\name{import_png_folder_to_db} +\alias{import_png_folder_to_db} +\title{Import annotations from a PNG class folder into the SQLite database} +\usage{ +import_png_folder_to_db( + png_folder, + db_path, + class2use, + class_mapping = NULL, + annotator = "imported" +) +} +\arguments{ +\item{png_folder}{Path to the top-level folder containing class subfolders} + +\item{db_path}{Path to the SQLite database file} + +\item{class2use}{Character vector of class names (preserves index order for +.mat export)} + +\item{class_mapping}{Optional named character vector mapping scanned class +names to target class names. Names are the source classes, values are the +target classes. Classes not in the mapping are kept as-is.} + +\item{annotator}{Annotator name (defaults to \code{"imported"})} +} +\value{ +Named list with counts: \code{success}, \code{failed} +} +\description{ +Scans a folder of PNG images organized in class-name subfolders (via +\code{\link{scan_png_class_folder}}) and imports the annotations into the +database. An optional \code{class_mapping} named vector remaps class names +before saving. +} +\examples{ +\dontrun{ +db_path <- get_db_path("/data/manual") +class2use <- c("Diatom", "Dinoflagellate", "Ciliate") +result <- import_png_folder_to_db( + "/data/png_export", db_path, class2use, + class_mapping = c("OldName" = "NewName"), + annotator = "Jane" +) +cat(result$success, "imported,", result$failed, "failed\n") +} +} diff --git a/man/scan_png_class_folder.Rd b/man/scan_png_class_folder.Rd new file mode 100644 index 0000000..e942fa9 --- /dev/null +++ b/man/scan_png_class_folder.Rd @@ -0,0 +1,34 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/sample_loading.R +\name{scan_png_class_folder} +\alias{scan_png_class_folder} +\title{Scan a PNG folder with class subfolders} +\usage{ +scan_png_class_folder(png_folder) +} +\arguments{ +\item{png_folder}{Path to the top-level folder containing class subfolders} +} +\value{ +A list with components: + \describe{ + \item{annotations}{Data frame with columns \code{sample_name}, + \code{roi_number}, \code{file_name}, and \code{class_name}} + \item{classes_found}{Character vector of unique class names found} + \item{sample_names}{Character vector of unique sample names found} + } +} +\description{ +Scans a directory containing PNG images organized into class-name +subfolders (e.g. as exported by \code{\link{export_db_to_png}} or other +tools). Folder names follow the iRfcb convention where a trailing 3-digit +suffix is stripped (e.g. \code{Diatom_001} becomes \code{Diatom}). +} +\examples{ +\dontrun{ +result <- scan_png_class_folder("/data/png_export") +head(result$annotations) +result$classes_found +result$sample_names +} +} diff --git a/tests/testthat/test-png-import.R b/tests/testthat/test-png-import.R new file mode 100644 index 0000000..1b51d16 --- /dev/null +++ b/tests/testthat/test-png-import.R @@ -0,0 +1,304 @@ +# Tests for PNG folder import functionality + +library(testthat) + +# Helper: create a temporary PNG class folder structure +create_test_png_folder <- function() { + base <- tempfile("png_import_") + dir.create(base) + + # Create class subfolders with _NNN suffixes (iRfcb convention) + diatom_dir <- file.path(base, "Diatom_001") + ciliate_dir <- file.path(base, "Ciliate_002") + dir.create(diatom_dir) + dir.create(ciliate_dir) + + # Create dummy PNG files (1x1 pixel PNGs) + png_bytes <- as.raw(c( + 0x89, 0x50, 0x4E, 0x47, 0x0D, 0x0A, 0x1A, 0x0A, + 0x00, 0x00, 0x00, 0x0D, 0x49, 0x48, 0x44, 0x52, + 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, + 0x08, 0x02, 0x00, 0x00, 0x00, 0x90, 0x77, 0x53, + 0xDE, 0x00, 0x00, 0x00, 0x0C, 0x49, 0x44, 0x41, + 0x54, 0x08, 0xD7, 0x63, 0xF8, 0xCF, 0xC0, 0x00, + 0x00, 0x00, 0x02, 0x00, 0x01, 0xE2, 0x21, 0xBC, + 0x33, 0x00, 0x00, 0x00, 0x00, 0x49, 0x45, 0x4E, + 0x44, 0xAE, 0x42, 0x60, 0x82 + )) + + # Sample 1: two ROIs in Diatom, one in Ciliate + writeBin(png_bytes, file.path(diatom_dir, "D20230101T120000_IFCB134_00001.png")) + writeBin(png_bytes, file.path(diatom_dir, "D20230101T120000_IFCB134_00003.png")) + writeBin(png_bytes, file.path(ciliate_dir, "D20230101T120000_IFCB134_00002.png")) + + # Sample 2: one ROI in Diatom + writeBin(png_bytes, file.path(diatom_dir, "D20230202T080000_IFCB134_00001.png")) + + base +} + +# =========================================================================== +# scan_png_class_folder tests +# =========================================================================== + +test_that("scan_png_class_folder parses folder structure correctly", { + png_folder <- create_test_png_folder() + on.exit(unlink(png_folder, recursive = TRUE)) + + result <- scan_png_class_folder(png_folder) + + expect_type(result, "list") + expect_s3_class(result$annotations, "data.frame") + expect_equal(nrow(result$annotations), 4) + + expect_true(all(c("sample_name", "roi_number", "file_name", "class_name") + %in% names(result$annotations))) + + # Check class names have _NNN stripped + expect_equal(sort(result$classes_found), c("Ciliate", "Diatom")) + + # Check sample names + expect_equal(sort(result$sample_names), + c("D20230101T120000_IFCB134", "D20230202T080000_IFCB134")) +}) + +test_that("scan_png_class_folder strips trailing _NNN from folder names", { + base <- tempfile("png_strip_") + dir.create(base) + on.exit(unlink(base, recursive = TRUE)) + + # Create folders with various suffix patterns + dir.create(file.path(base, "Mesodinium_rubrum_005")) + dir.create(file.path(base, "Strombidium-like_008")) + dir.create(file.path(base, "NoSuffix")) + + png_bytes <- as.raw(c( + 0x89, 0x50, 0x4E, 0x47, 0x0D, 0x0A, 0x1A, 0x0A, + 0x00, 0x00, 0x00, 0x0D, 0x49, 0x48, 0x44, 0x52, + 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, + 0x08, 0x02, 0x00, 0x00, 0x00, 0x90, 0x77, 0x53, + 0xDE, 0x00, 0x00, 0x00, 0x0C, 0x49, 0x44, 0x41, + 0x54, 0x08, 0xD7, 0x63, 0xF8, 0xCF, 0xC0, 0x00, + 0x00, 0x00, 0x02, 0x00, 0x01, 0xE2, 0x21, 0xBC, + 0x33, 0x00, 0x00, 0x00, 0x00, 0x49, 0x45, 0x4E, + 0x44, 0xAE, 0x42, 0x60, 0x82 + )) + + writeBin(png_bytes, file.path(base, "Mesodinium_rubrum_005", "D20230101T120000_IFCB134_00001.png")) + writeBin(png_bytes, file.path(base, "Strombidium-like_008", "D20230101T120000_IFCB134_00002.png")) + writeBin(png_bytes, file.path(base, "NoSuffix", "D20230101T120000_IFCB134_00003.png")) + + result <- scan_png_class_folder(base) + expect_equal(sort(result$classes_found), + c("Mesodinium_rubrum", "NoSuffix", "Strombidium-like")) +}) + +test_that("scan_png_class_folder handles empty folder", { + empty <- tempfile("png_empty_") + dir.create(empty) + on.exit(unlink(empty, recursive = TRUE)) + + result <- scan_png_class_folder(empty) + expect_equal(nrow(result$annotations), 0) + expect_equal(length(result$classes_found), 0) + expect_equal(length(result$sample_names), 0) +}) + +test_that("scan_png_class_folder errors on nonexistent folder", { + expect_error(scan_png_class_folder("/nonexistent/path"), + "does not exist") +}) + +test_that("scan_png_class_folder warns about invalid filenames", { + base <- tempfile("png_bad_") + dir.create(base) + dir.create(file.path(base, "Diatom_001")) + on.exit(unlink(base, recursive = TRUE)) + + png_bytes <- as.raw(c( + 0x89, 0x50, 0x4E, 0x47, 0x0D, 0x0A, 0x1A, 0x0A, + 0x00, 0x00, 0x00, 0x0D, 0x49, 0x48, 0x44, 0x52, + 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, + 0x08, 0x02, 0x00, 0x00, 0x00, 0x90, 0x77, 0x53, + 0xDE, 0x00, 0x00, 0x00, 0x0C, 0x49, 0x44, 0x41, + 0x54, 0x08, 0xD7, 0x63, 0xF8, 0xCF, 0xC0, 0x00, + 0x00, 0x00, 0x02, 0x00, 0x01, 0xE2, 0x21, 0xBC, + 0x33, 0x00, 0x00, 0x00, 0x00, 0x49, 0x45, 0x4E, + 0x44, 0xAE, 0x42, 0x60, 0x82 + )) + + writeBin(png_bytes, file.path(base, "Diatom_001", "badname.png")) + writeBin(png_bytes, file.path(base, "Diatom_001", "D20230101T120000_IFCB134_00001.png")) + + expect_warning( + result <- scan_png_class_folder(base), + "unexpected name format" + ) + expect_equal(nrow(result$annotations), 1) +}) + +test_that("scan_png_class_folder warns about duplicate ROIs", { + base <- tempfile("png_dup_") + dir.create(base) + dir.create(file.path(base, "Diatom_001")) + dir.create(file.path(base, "Ciliate_002")) + on.exit(unlink(base, recursive = TRUE)) + + png_bytes <- as.raw(c( + 0x89, 0x50, 0x4E, 0x47, 0x0D, 0x0A, 0x1A, 0x0A, + 0x00, 0x00, 0x00, 0x0D, 0x49, 0x48, 0x44, 0x52, + 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, + 0x08, 0x02, 0x00, 0x00, 0x00, 0x90, 0x77, 0x53, + 0xDE, 0x00, 0x00, 0x00, 0x0C, 0x49, 0x44, 0x41, + 0x54, 0x08, 0xD7, 0x63, 0xF8, 0xCF, 0xC0, 0x00, + 0x00, 0x00, 0x02, 0x00, 0x01, 0xE2, 0x21, 0xBC, + 0x33, 0x00, 0x00, 0x00, 0x00, 0x49, 0x45, 0x4E, + 0x44, 0xAE, 0x42, 0x60, 0x82 + )) + + # Same file in two class folders + writeBin(png_bytes, file.path(base, "Diatom_001", "D20230101T120000_IFCB134_00001.png")) + writeBin(png_bytes, file.path(base, "Ciliate_002", "D20230101T120000_IFCB134_00001.png")) + + expect_warning( + result <- scan_png_class_folder(base), + "Duplicate ROI" + ) + # Only the first occurrence should be kept + expect_equal(nrow(result$annotations), 1) +}) + +# =========================================================================== +# import_png_folder_to_db tests +# =========================================================================== + +test_that("import_png_folder_to_db writes annotations to database", { + png_folder <- create_test_png_folder() + db_dir <- tempfile("db_") + dir.create(db_dir) + db_path <- get_db_path(db_dir) + on.exit({ + unlink(png_folder, recursive = TRUE) + unlink(db_dir, recursive = TRUE) + }) + + class2use <- c("unclassified", "Diatom", "Ciliate") + + result <- import_png_folder_to_db(png_folder, db_path, class2use, + annotator = "TestUser") + + expect_equal(result$success, 2L) # 2 samples + expect_equal(result$failed, 0L) + + # Verify database contents + samples <- list_annotated_samples_db(db_path) + expect_equal(sort(samples), + c("D20230101T120000_IFCB134", "D20230202T080000_IFCB134")) +}) + +test_that("import_png_folder_to_db applies class mapping", { + png_folder <- create_test_png_folder() + db_dir <- tempfile("db_") + dir.create(db_dir) + db_path <- get_db_path(db_dir) + on.exit({ + unlink(png_folder, recursive = TRUE) + unlink(db_dir, recursive = TRUE) + }) + + class2use <- c("unclassified", "Renamed_Diatom", "Ciliate") + + # Map "Diatom" -> "Renamed_Diatom" + result <- import_png_folder_to_db( + png_folder, db_path, class2use, + class_mapping = c("Diatom" = "Renamed_Diatom"), + annotator = "TestUser" + ) + + expect_equal(result$success, 2L) + + # Verify mapped class names in database + con <- DBI::dbConnect(RSQLite::SQLite(), db_path) + on.exit(DBI::dbDisconnect(con), add = TRUE) + + rows <- DBI::dbGetQuery(con, + "SELECT DISTINCT class_name FROM annotations ORDER BY class_name") + expect_true("Renamed_Diatom" %in% rows$class_name) + expect_false("Diatom" %in% rows$class_name) + expect_true("Ciliate" %in% rows$class_name) +}) + +test_that("import_png_folder_to_db overwrites existing samples", { + png_folder <- create_test_png_folder() + db_dir <- tempfile("db_") + dir.create(db_dir) + db_path <- get_db_path(db_dir) + on.exit({ + unlink(png_folder, recursive = TRUE) + unlink(db_dir, recursive = TRUE) + }) + + class2use <- c("unclassified", "Diatom", "Ciliate") + + # First import + result1 <- import_png_folder_to_db(png_folder, db_path, class2use, + annotator = "User1") + expect_equal(result1$success, 2L) + + # Second import (should overwrite) + result2 <- import_png_folder_to_db(png_folder, db_path, class2use, + annotator = "User2") + expect_equal(result2$success, 2L) + + # Verify annotator was updated (overwritten) + con <- DBI::dbConnect(RSQLite::SQLite(), db_path) + on.exit(DBI::dbDisconnect(con), add = TRUE) + + rows <- DBI::dbGetQuery(con, "SELECT DISTINCT annotator FROM annotations") + expect_equal(rows$annotator, "User2") +}) + +test_that("import_png_folder_to_db handles empty folder", { + empty <- tempfile("png_empty_") + dir.create(empty) + db_dir <- tempfile("db_") + dir.create(db_dir) + db_path <- get_db_path(db_dir) + on.exit({ + unlink(empty, recursive = TRUE) + unlink(db_dir, recursive = TRUE) + }) + + result <- import_png_folder_to_db(empty, db_path, c("unclassified")) + expect_equal(result$success, 0L) + expect_equal(result$failed, 0L) +}) + +# =========================================================================== +# scan_png_class_folder with example_data +# =========================================================================== + +test_that("scan_png_class_folder parses example_data/png correctly", { + example_png <- system.file("../example_data/png", package = "ClassiPyR") + + # Fallback for development (not installed) + if (!nzchar(example_png) || !dir.exists(example_png)) { + example_png <- file.path( + testthat::test_path(), "..", "..", "example_data", "png" + ) + } + + skip_if_not(dir.exists(example_png), "example_data/png not available") + + result <- scan_png_class_folder(example_png) + + expect_true(nrow(result$annotations) > 0) + expect_true(length(result$classes_found) > 0) + expect_true(length(result$sample_names) > 0) + + # Verify _NNN suffixes are stripped + expect_false(any(grepl("_\\d{3}$", result$classes_found))) + + # Known classes from example data (without _NNN suffix) + expect_true("Mesodinium_rubrum" %in% result$classes_found) +}) diff --git a/vignettes/faq.Rmd b/vignettes/faq.Rmd index e6f4014..6ef5bee 100644 --- a/vignettes/faq.Rmd +++ b/vignettes/faq.Rmd @@ -380,6 +380,27 @@ result <- export_all_db_to_mat(get_db_path(get_default_db_dir()), "/data/manual" cat(result$success, "exported,", result$failed, "failed\n") ``` +**Q: Can I import images classified in another tool?** + +A: Yes. Organize your PNG images into subfolders named after each class (e.g., `Diatom/`, `Ciliate_002/`). Then use **Import PNG → SQLite** in Settings > Import / Export. The app strips trailing `_NNN` suffixes from folder names (following the iRfcb convention) and maps images to class names based on which subfolder they are in. + +If your folder class names don't match the app's current class list, a mapping dialog will appear letting you remap them to existing classes or add them as new classes. + +Note: ROI files are needed for viewing images and re-exporting. Without ROI files, annotations are stored in the database but images cannot be displayed in the gallery. + +You can also import programmatically: + +```{r, eval = FALSE} +library(ClassiPyR) +result <- import_png_folder_to_db( + "/data/png_export", + get_db_path(get_default_db_dir()), + class2use = c("Diatom", "Ciliate", "Dinoflagellate"), + annotator = "Jane" +) +cat(result$success, "imported,", result$failed, "failed\n") +``` + **Q: Can I change the annotator name for existing annotations?** A: Yes. Use `update_annotator()` from the R console: diff --git a/vignettes/getting-started.Rmd b/vignettes/getting-started.Rmd index 89d47fc..23ce4bb 100644 --- a/vignettes/getting-started.Rmd +++ b/vignettes/getting-started.Rmd @@ -24,6 +24,7 @@ Make sure you have: 2. Your IFCB data files (ROI, ADC, HDR) 3. Optionally: a class list file (.mat or .txt) - you can also create one from scratch in the app 4. Optionally: existing classifications (CSV, H5, or classifier MAT files, see below) +5. Optionally: existing PNG-organized datasets can be imported via Settings > Import PNG → SQLite ### Python Requirements diff --git a/vignettes/user-guide.Rmd b/vignettes/user-guide.Rmd index 2370629..6185e57 100644 --- a/vignettes/user-guide.Rmd +++ b/vignettes/user-guide.Rmd @@ -334,6 +334,9 @@ Below the format selector, two buttons allow bulk conversion between formats: - **Import .mat → SQLite**: Imports all `.mat` annotation files from the output folder into the SQLite database. Already-imported samples are skipped. - **Export SQLite → .mat**: Exports all annotated samples from the database to `.mat` files. Requires Python with scipy. - **Export SQLite → PNG**: Extracts annotated images from ROI files into class-name subfolders in the PNG Output Folder. Useful for building training datasets for CNN classifiers. +- **Import PNG → SQLite**: Imports annotations from a folder of PNG images organized in class-name subfolders. Class names are extracted from folder names (trailing `_NNN` suffixes are stripped). Useful for re-importing corrected exports or importing external classification datasets. + +> **Note**: When importing external datasets without corresponding ROI files, the annotations are stored in the database but images cannot be viewed or re-exported through the app. For full round-trip support, ensure ROI files are available in the configured ROI Data Folder. ### Auto-Sync From f5c670671a3640c3b4a70a473fa710aaeca5608d Mon Sep 17 00:00:00 2001 From: anderstorstensson Date: Sun, 1 Mar 2026 19:09:11 +0100 Subject: [PATCH 03/13] docs: update vignettes, screenshots, and project config --- .Rbuildignore | 1 + DESCRIPTION | 2 +- NEWS.md | 9 +++ README.md | 1 + _pkgdown.yml | 4 ++ codecov.yml | 5 +- man/figures/class-editor.png | Bin 55131 -> 41951 bytes man/figures/class-review.png | Bin 0 -> 280421 bytes man/figures/interface-overview.png | Bin 235039 -> 250882 bytes man/figures/sample-browser.png | Bin 54190 -> 30169 bytes man/figures/settings-dialog.png | Bin 79906 -> 76217 bytes man/save_class_review_changes_db.Rd | 35 ++++++++++ tests/testthat/test-utils.R | 100 ++++++++++++++++++++++++++++ vignettes/class-management.Rmd | 6 +- vignettes/faq.Rmd | 21 +++--- vignettes/getting-started.Rmd | 12 ++-- vignettes/user-guide.Rmd | 34 +++++++++- 17 files changed, 209 insertions(+), 21 deletions(-) create mode 100644 man/figures/class-review.png create mode 100644 man/save_class_review_changes_db.Rd diff --git a/.Rbuildignore b/.Rbuildignore index 1da9fa4..1e87b4d 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -39,3 +39,4 @@ ^man/figures/relabel-workflow\.png$ ^man/figures/sample-browser\.png$ ^man/figures/settings-dialog\.png$ +^man/figures/class-review\.png$ diff --git a/DESCRIPTION b/DESCRIPTION index 3b8cbcc..e162b50 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -20,7 +20,7 @@ Imports: shinyjs, shinyFiles, bslib, - iRfcb (>= 0.8.0), + iRfcb (>= 0.8.1), dplyr, DT, jsonlite, diff --git a/NEWS.md b/NEWS.md index 23c140e..d86f163 100644 --- a/NEWS.md +++ b/NEWS.md @@ -2,10 +2,19 @@ ## New features +- **Class Review Mode**: View and reclassify all annotated images of a specific class across the entire database. Switch to class review via the mode toggle in the sidebar, select a class, and load all matching images from all samples at once. Changes are saved as row-level updates to the database. +- New exported functions: `list_classes_db()`, `load_class_annotations_db()`, and `save_class_review_changes_db()` for programmatic class review operations. - Added **Import PNG → SQLite** button in Settings > Import / Export. Imports annotations from a folder of PNG images organized in class-name subfolders (e.g. exported by ClassiPyR or other tools). Folder names follow the iRfcb convention where trailing `_NNN` suffixes are stripped. - When importing PNG folders with class names not in the current class list, a **class mapping dialog** lets users remap unmatched classes to existing ones or add them as new classes. - Overwrite warning dialog shown when imported samples already exist in the database. - New exported functions: `scan_png_class_folder()` for scanning PNG class folder structures, and `import_png_folder_to_db()` for programmatic bulk import. +- **HDF5 classification support**: Load classifications from `.h5` files produced by [iRfcb](https://github.com/EuropeanIFCBGroup/iRfcb) (>= 0.8.0). Requires the optional `hdf5r` package. +- **Classification threshold toggle**: New "Apply classification threshold" checkbox in Settings controls whether thresholded or raw predictions are used, for all classification formats (CSV, H5, MAT). +- **Skip class from PNG export**: New option in Settings to exclude a specific class (e.g. "unclassified") from PNG output. + +## UI improvements + +- The **class list editor** now shows the number of annotated images per class in parentheses, queried from the SQLite database. # ClassiPyR 0.1.1 diff --git a/README.md b/README.md index 65a6a1d..fb3906a 100644 --- a/README.md +++ b/README.md @@ -16,6 +16,7 @@ A Shiny application for manual (human) image classification and validation of Im ## Features - **Dual Mode**: Validate existing classifications or annotate from scratch +- **Class Review**: Review and reclassify all images of a specific class across the entire database - **Multiple Formats**: Load from CSV or MATLAB classifier output - **SQLite Storage**: Annotations stored in a local SQLite database by default - no Python needed - **Efficient Workflow**: Drag-select, batch relabeling, class filtering diff --git a/_pkgdown.yml b/_pkgdown.yml index 6bc67da..7a248b4 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -68,6 +68,7 @@ reference: - save_annotations_db - load_annotations_db - list_annotated_samples_db + - list_annotation_metadata_db - update_annotator - import_mat_to_db - import_all_mat_to_db @@ -76,6 +77,9 @@ reference: - export_db_to_png - export_all_db_to_png - import_png_folder_to_db + - list_classes_db + - load_class_annotations_db + - save_class_review_changes_db - title: File Index Cache desc: Functions for managing the file index cache for faster startup contents: diff --git a/codecov.yml b/codecov.yml index 02eff64..512fa26 100644 --- a/codecov.yml +++ b/codecov.yml @@ -13,7 +13,4 @@ ignore: - "tests/" - "docs/" -comment: - layout: "reach,diff,flags,files" - behavior: default - require_changes: true +comment: 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