Skip to content
View rhouhou's full-sized avatar
0 followers · 1 following

Achievements

Achievement: Pull SharkAchievement: YOLO

Achievements

Achievement: Pull SharkAchievement: YOLO

Block or report rhouhou

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
rhouhou/README.md

Hi, I'm Rola Houhou

Postdoctoral researcher working at the intersection of biophotonics, biomedical image analysis, and machine learning. PhD in Photonic Data Science (Friedrich-Schiller University Jena / Leibniz-IPHT), with a background in mathematics and statistics.

Research focus

  • Coherent Raman imaging - phase retrieval and reconstruction for CARS/BCARS
  • Multimodal imaging - combining CARS, SHG, and TPEF information
  • Spectral & spatial unmixing - separating overlapping molecular contributions
  • Reliability & generalization - whether imaging models can be trusted on data unlike what they were trained on

CARS/BCARS research software

Simulate → Reconstruct → Validate

Project Role
prCARS Phase retrieval, preprocessing, and Raman-like signal reconstruction
CARSBench Simulation and benchmarking for reconstruction under domain shift
CARSGuard Validation: physical realism, Raman consistency, artifact risk

Other work

Project Description
vae-reconstruction-scarcity Does VAE reconstruction improve X-ray classification under sample scarcity?
MedicalImageClassifier Deep learning pipeline for medical image classification

Elsewhere

Pinned Loading

  1. CARSBench CARSBench Public

    BCARS/CARS simulation and domain-generalization benchmark for Raman-retrieval models.

    Python

  2. CARSGuard CARSGuard Public

    Validation framework for physical realism, Raman consistency, and artifact detection in CARS/BCARS spectra.

    Python

  3. MedicalImageClassifier MedicalImageClassifier Public

    Explainable chest X-ray pneumonia classifier with PyTorch, ResNet/timm, Grad-CAM, PR-AUC, ONNX export, Gradio, CI, and model card.

    Python

  4. prCARS prCARS Public

    Phase retrieval, background correction, and Raman-like signal reconstruction for CARS/BCARS spectra.

    Python

  5. vae-reconstruction-scarcity vae-reconstruction-scarcity Public

    Reproducible framework for evaluating VAE and autoencoder reconstruction strategies for X-ray classification under sample scarcity.

    Python