wgcban Goto Github PK

followers: 199.0 following: 17.0 repos: 62.0 gists: 0.0

Name: Chaminda Bandara

Type: User

Company: The Johns Hopkins University

Bio: Solving problems in computer vision and deep learning. PhD from ECE, Johns Hopkins.

Twitter: wgcban

Location: Baltimore, MD, USA

Blog: wgcban.com

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

Chaminda Bandara's Projects

adamae

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

adapters

LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models

apt

PyTorch Implementation of Attention Prompt Tuning: Parameter-Efficient Adaptation of Pre-Trained Models for Action Recognition

cd-sota-methods

Remote sensing change detection: state of the art methods and datasets

cdlab

Yet another repository for developing and benchmarking deep learning-based change detection methods.

change-detection-review

A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.

changedetectiontoolbox

MATLAB Toolbox for Remote Sensing Change Detection

changeformer

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

colab_data

Google Colab data files

complete_state-estimation_algorithm

A Complete State Estimation Algorithm for a Three-Phase Four-Wire Low Voltage Distribution System with High Penetration of Solar PV

cvpr-author-kit

ddpm-cd

Remote Sensing Change Detection using Denoising Diffusion Probabilistic Models

deep-cva

Deep Change Vector Analysis

deep-image-translation-cd

This repository contains the software developed for the project of Heterogeneous Change Detection in Remote Sensing Images.

diffusedenoisecount

dip-hyperkite

[IEEE TGRS] DIP-HyperKite: Hyperspectral Pansharpening Based on Improved Deep Image Prior and Residual Reconstruction

dtcdscn

the implementation of the paper"Building Change Detection for Remote Sensing Images Using a Dual Task Constrained Deep Siamese Convolutional Network Model "