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