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sunyichen1994/README.md

Hi there πŸ‘‹ I'm Yichen Sun

Researcher | Image Fusion | Diffractive Deep Neural Networks | Robotics Intelligence


πŸš€ About Me

I am a researcher focusing on:

  • Infrared and Visible Image Fusion
  • Multimodal Image Processing
  • Mamba / KAN-based Lightweight Vision Models
  • Diffractive Deep Neural Networks (DΒ²NN)
  • Optical Computing and Intelligent Perception

My recent work mainly explores efficient and high-performance multimodal fusion frameworks, illumination-aware modeling, heterogeneous feature learning, and all-optical neural network design.


πŸ”¬ Research Interests


πŸ“Š GitHub Stats


🧠 Selected Publications

2025

  1. Yichen Sun, et al.
    An Innovative Optimization Strategy Based on Mamba and Generative Adversarial Networks for Efficient and High-Performance Multimodal Image Fusion
    Engineering Applications of Artificial Intelligence (EAAI), 2025
    πŸ“„ Paper | πŸ’» Code

  2. Yichen Sun, et al.
    HAIAFusion: A Hybrid Attention Illumination-Aware Framework for Infrared and Visible Image Fusion
    IEEE Transactions on Instrumentation and Measurement (TIM), 2025
    πŸ“„ Paper | πŸ’» Code

  3. Yichen Sun, et al.
    Rethinking the approach to lightweight multi-branch heterogeneous image fusion frameworks: Infrared and visible image fusion via the parallel Mamba-KAN framework
    Optics & Laser Technology, 2025
    πŸ“„ Paper | πŸ’» Code

2024

  1. Yichen Sun, et al.
    MBHFuse: A multi-branch heterogeneous global and local infrared and visible image fusion with differential convolutional amplification features
    Optics & Laser Technology, 2024
    πŸ“„ Paper | πŸ’» Code

  2. Yichen Sun, et al.
    2bit nonlinear diffractive deep neural network (2bit ND2NN): A quantized nonlinear all-optical diffractive deep neural network implementation
    Optics & Laser Technology, 2024
    πŸ“„ Paper

2023

  1. Yichen Sun, et al.
    A deep-learning-based GPS signal spoofing detection method for small UAVs
    Drones, 2023
    πŸ“„ Paper | πŸ’» Code

  2. Yichen Sun, et al.
    Review of diffractive deep neural networks
    Journal of the Optical Society of America B, 2023
    πŸ“„ Paper

  3. Yichen Sun, et al.
    A method to improve the computational performance of nonlinear all-optical diffractive deep neural network model
    International Journal of Optomechatronics, 2023
    πŸ“„ Paper

2021

  1. Yichen Sun, et al.
    Modeling and simulation of all-optical diffractive neural network based on nonlinear optical materials
    Optics Letters, 2021
    πŸ“„ Paper

  2. Yichen Sun, et al.
    Nonlinear All-Optical Diffractive Deep Neural Network with 10.6 ΞΌm Wavelength for Image Classification
    International Journal of Optics, 2021
    πŸ“„ Paper


πŸ›  Tech Stack


🌟 Highlighted Topics

  • Multimodal image fusion with Mamba-based architectures
  • Lightweight fusion frameworks with parallel Mamba-KAN design
  • Hybrid attention and illumination-aware modeling
  • Quantized nonlinear all-optical diffractive neural networks
  • Intelligent perception for robotics and UAV applications

πŸ“ˆ Research Vision

Building efficient, robust, and interpretable multimodal perception frameworks for next-generation intelligent systems.


πŸ“« Contact

  • Name: Yichen Sun
  • Research Areas: Image Fusion, DΒ²NN, Intelligent Perception
  • GitHub: sunyichen1994

Thanks for visiting my profile ✨

Popular repositories Loading

  1. A-Deep-Learning-Based-GPS-Signal-Spoofing-Detection-Method-for-Small-UAVs A-Deep-Learning-Based-GPS-Signal-Spoofing-Detection-Method-for-Small-UAVs Public

    [Drones 2023] Official implementation of A Deep-Learning-Based GPS Signal Spoofing Detection Method for Small UAVs

    Jupyter Notebook 9

  2. MBHFuse MBHFuse Public

    [JOLT 2024] Official implementation of MBHFuse: A Multi- branch Heterogeneous Global and Local Infrared and Visible Image Fusion with Differential Convolutional Amplification Features

    Python 4 1

  3. PMKFuse PMKFuse Public

    [JOLT 2025] Official implementation of Rethinking the Approach to Lightweight Multi-Branch Heterogeneous Image Fusion Frameworks: Infrared and Visible Image Fusion via the Parallel Mamba-KAN Framework

    Python 3

  4. HAIAFusion HAIAFusion Public

    [TIM 2025] Official implementation of HAIAFusion: A Hybrid Attention Illumination-Aware Framework for Infrared and Visible Image Fusion

    Python 2 1

  5. sunyichen1994 sunyichen1994 Public

    1

  6. MMGFuse MMGFuse Public

    [EAAI 2025] An innovative optimization strategy based on Mamba and generative adversarial networks for efficient and high-performance multimodal image fusion

    Python