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wgcban/README.md

Welcome to My GitHub Profile!

My research interests lie at the intersection of Computer Vision and Deep Learning, with a specific focus on:

  • Self-Supervised Learning (SSL)
  • Generative AI
  • Remote Sensing
  • Low-Level Vision

🌐 Homepage: www.wgcban.com

Featured Projects

Self-Supervised Representation Learning

  • Guarding Barlow Twins Against Overfitting with Mixed Samples GitHub 🚨
  • AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning with Masked Autoencoders @ CVPR'23 GitHub

Generative AI

  • Unite and Conquer: Cross Dataset Multimodal Synthesis using Diffusion Models @ CVPR'23 GitHub

Remote Sensing

Change Detection

  • ChangeFormer: A Transformer-Based Siamese Network for Change Detection @ IGARSS'22 GitHub
  • DDPM-CD: Remote Sensing Change Detection using Denoising Diffusion Probabilistic Models GitHub
  • Revisiting Consistency Regularization for Semi-supervised Change Detection in Remote Sensing Images GitHub
  • Metric-CD: Deep Metric Learning for Unsupervised Remote Sensing Change Detection GitHub

Image Super-Resolution / Pansharpening

  • HyperTransformer: A Textural and Spectral Feature Fusion Transformer for Pansharpening @ CVPR'22 GitHub
  • DIP-HyperKite: Hyperspectral Pansharpening Based on Improved Deep Image Prior and Residual Reconstruction @ TGRS'22 GitHub

Segmentation

  • SPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous Driving @ ICRA'22 GitHub

SAR Despeckling

  • SAR-Transformer: Transformer-based SAR Image Despeckling @ IGARSS'22 GitHub
  • SAR-Overcomplete: SAR Despeckling Using Overcomplete Convolutional Networks @ IGARSS'22 GitHub
  • SAR-DDPM: SAR Despeckling using a Denoising Diffusion Probabilistic Model @ Geoscience and Remote Sensing Letters GitHub

Low-level Vision

  • Diffuse-Denoise-Count: Accurate Crowd-Counting with Diffusion Models GitHub

Pinned

  1. mix-bt mix-bt Public

    Official PyTorch Implementation of Guarding Barlow Twins Against Overfitting with Mixed Samples

    Python 12 1

  2. adamae adamae Public

    [CVPR'23] AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning with Masked Autoencoders

    Python 63 7

  3. ChangeFormer ChangeFormer Public

    [IGARSS'22]: A Transformer-Based Siamese Network for Change Detection

    Python 388 54

  4. HyperTransformer HyperTransformer Public

    [CVPR'22] HyperTransformer: A Textural and Spectral Feature Fusion Transformer for Pansharpening

    Python 117 16

  5. ddpm-cd ddpm-cd Public

    Remote Sensing Change Detection using Denoising Diffusion Probabilistic Models

    Python 234 27

  6. SemiCD SemiCD Public

    Revisiting Consistency Regularization for Semi-supervised Change Detection in Remote Sensing Images

    Python 112 19