Popular GitHub Repositories for Domain Adaptation

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

Best transfer learning and domain adaptation resources (papers, tutorials, datasets, etc.)

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

A collection of implementations of deep domain adaptation algorithms

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

A lightweight library for generating synthetic instruction tuning datasets for your data without GPT.

Awesome Multitask Learning Resources

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

A library for ML benchmarking. It's powerful.

Code for "Real-time self-adaptive deep stereo" - CVPR 2019 (ORAL)

Domain adaptation made easy. Fully featured, modular, and customizable.

Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval" https://arxiv.org/abs/2112.07577

A collection of papers about domain adaptation object detection. Welcome to PR the works (papers, repositories) that are missed by the repo.

Domain Adaptive Faster R-CNN in PyTorch

Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation (CVPR 2021)

Repository for Paper: Cross-Domain Complementary Learning Using Pose for Multi-Person Part Segmentation (TCSVT20)

ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text Generation (CVPR20)

Implementation of SqueezeSegV2, Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud

[CVIU2023] Codes for my paper "SSDA-YOLO: Semi-supervised Domain Adaptive YOLO for Cross-Domain Object Detection"