The Top 327 Domain Adaptation Open Source Projects on Github

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The Top 327 Domain Adaptation Open Source Projects on Github

Categories > Machine Learning > Domain Adaptation

Transferlearning ⭐ 8,651

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Awesome Domain Adaptation ⭐ 3,357

A collection of AWESOME things about domian adaptation

Transferlearning Tutorial ⭐ 1,945

《迁移学习简明手册》LaTex源码

Awesome Transfer Learning ⭐ 1,429

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

POT : Python Optimal Transport

Transfer Learning Library ⭐ 1,237

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

Adaptsegnet ⭐ 586

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

Tf Dann ⭐ 580

Domain-Adversarial Neural Network in Tensorflow

Stylegan Nada ⭐ 575

Dassl.pytorch ⭐ 476

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

Deep Transfer Learning ⭐ 471

A collection of implementations of deep domain adaptation algorithms

EANet: Enhancing Alignment for Cross-Domain Person Re-identification

Multitask Learning ⭐ 374

Awesome Multitask Learning Resources

Real Time Self Adaptive Deep Stereo ⭐ 325

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

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem

Cross Domain Detection ⭐ 308

Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation [Inoue+, CVPR2018].

pytorch implementation of Domain-Adversarial Training of Neural Networks

Seg Uncertainty ⭐ 283

IJCAI2020 & IJCV 2021 🌇 Unsupervised Scene Adaptation with Memory Regularization in vivo

A toolbox for domain adaptation and semi-supervised learning. Contributions welcome.

Pytorch Adda ⭐ 264

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

Dann_py3 ⭐ 244

python 3 pytorch implementation of DANN

( CVPR2019 Oral ) Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation

[ICCV 2019 (Oral)] Temporal Attentive Alignment for Large-Scale Video Domain Adaptation (PyTorch)

code of Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations (CVPR2020 oral)

[ICLR-2020] Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification.

code released for our ICML 2020 paper "Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation"

Learning Via Translation ⭐ 202

Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification (https://arxiv.org/pdf/1711.07027.pdf). CVPR2018

Intrada ⭐ 184

Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision (CVPR 2020 Oral)

Self Similarity Grouping ⭐ 173

Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification (ICCV 2019, Oral)

Iros20 6d Pose Tracking ⭐ 172

[IROS 2020] se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains

Squeezesegv2 ⭐ 171

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

Domain Adaptive Faster Rcnn Pytorch ⭐ 170

Domain Adaptive Faster R-CNN in PyTorch

Code for <Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training> in ECCV18

Code for <Confidence Regularized Self-Training> in ICCV19 (Oral)

Transfer Learning Materials ⭐ 140

resource collection for transfer learning!

Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020

Combogan ⭐ 128

Opencompounddomainadaptation Ocda ⭐ 125

Pytorch implementation for "Open Compound Domain Adaptation" (CVPR 2020 ORAL)

Neuraldialog Zsdg ⭐ 123

PyTorch codebase for zero-shot dialog generation SIGDIAL 2018, It is released by Tiancheng Zhao (Tony) from Dialog Research Center, LTI, CMU

[CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)

Dta.pytorch ⭐ 122

Official implementation of Drop to Adapt: Learning Discriminative Features for Unsupervised Domain Adaptation, to be presented at ICCV 2019.

Adaptationseg ⭐ 116

Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes, ICCV 2017

Generate_to_adapt ⭐ 115

Implementation of "Generate To Adapt: Aligning Domains using Generative Adversarial Networks"

Pytorch Adapt ⭐ 113

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

Meta Selflearning ⭐ 111

Meta Self-learning for Multi-Source Domain Adaptation： A Benchmark

Dise Domain Invariant Structure Extraction ⭐ 106

Pytorch Implementation -- All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation, CVPR 2019

Imagenet R ⭐ 103

ImageNet-R(endition) and DeepAugment (ICCV 2021)

Weak Supervision For Ner ⭐ 97

Framework to learn Named Entity Recognition models without labelled data using weak supervision.

Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation

Self-Ensembling Attention Networks: Addressing Domain Shift for Semantic Segmentation

Ddc Transfer Learning ⭐ 84

A simple implementation of Deep Domain Confusion: Maximizing for Domain Invariance

Iast Eccv2020 ⭐ 83

IAST: Instance Adaptive Self-training for Unsupervised Domain Adaptation (ECCV 2020) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

Moving Semantic Transfer Network ⭐ 82

Tensorflow codes for ICML2018, Learning Semantic Representations for Unsupervised Domain Adaptation

Domain Adaptation Based on the Triplet Loss

Cac Unet Digestpath2019 ⭐ 80

1st to MICCAI DigestPath2019 challenge (https://digestpath2019.grand-challenge.org/Home/) on colonoscopy tissue segmentation and classification task. (MICCAI 2019) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

Cdcl Human Part Segmentation ⭐ 80

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

Detectron Self Train ⭐ 78

A PyTorch Detectron codebase for domain adaptation of object detectors.

Convolutional Handwriting Gan ⭐ 75

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

[ECCV2020] Content-Consistent Matching for Domain Adaptive Semantic Segmentation

[NeurIPS2021 Poster] LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation

Implicit_alignment ⭐ 70

Code for ICML2020 "Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation"

Dualstudent ⭐ 68

Code for Paper ''Dual Student: Breaking the Limits of the Teacher in Semi-Supervised Learning'' (ICCV 2019)

Deep Transfer Learning ⭐ 67

Deep Transfer Learning Papers

Hierarchical Attention Transfer Network for Cross-domain Sentiment Classification (AAAI'18)

Game Feature Learning ⭐ 65

Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery, CVPR'18

Multinomial Adversarial Networks for Multi-Domain Text Classification (NAACL 2018)

Natural Language Understanding Papers ⭐ 60

NLU: domain-intent-slot; text2SQL

Awesome Artificial Intelligence Research ⭐ 59

A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.

Implementation of "SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses"

Pixelda_gan ⭐ 58

Domain Adaptation using GAN

Here is the official implementation of the model KD3A in paper "KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation".

Implementation of "Harmonizing Transferability and Discriminability for Adapting Object Detectors" (CVPR 2020)

Everypixelmatters ⭐ 56

Implementation of ECCV 2020 paper "Every Pixel Matters: Center-aware Feature Alignment for Domain Adaptive Object Detector"

Library of transfer learners and domain-adaptive classifiers.

Pytorch Arda ⭐ 52

A PyTorch implementation for Adversarial Representation Learning for Domain Adaptation

Minimal Entropy Correlation Alignment ⭐ 51

Code for the paper "Minimal-Entropy Correlation Alignment for Unsupervised Deep Domain Adaptation", ICLR 2018

Dwt Domain Adaptation ⭐ 50

Code for paper "Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss" (CVPR 2019)

Pytorch Dann ⭐ 49

A PyTorch implementation for Unsupervised Domain Adaptation by Backpropagation

Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: https://arxiv.org/abs/2112.07577

Cinnamon ⭐ 47

CinnaMon is a Python library which offers a number of tools to detect, explain, and correct data drift in a machine learning system

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

Unsupervised Domain Adaptation with Moment Alignment Neural Networks (Keras)

Cross Domain_ner ⭐ 45

Cross-domain NER using cross-domain language modeling, code for ACL 2019 paper

[ICCV 2019 Oral] TA3N: https://github.com/cmhungsteve/TA3N (Most updated repo)

Graph Domain Adaptaion ⭐ 43

PyTorch code for the paper "Curriculum Graph Co-Teaching for Multi-target Domain Adaptation" (CVPR2021)

Robustness ⭐ 43

Robustness and adaptation of ImageNet scale models. Pre-Release, stay tuned for updates.

codes for Heuristic Domain Adaptation (NeurIPS2020)

code for our ICCV 2021 paper 'Generalized Source-free Domain Adaptation'

Defrec_and_pcm ⭐ 42

Self-Supervised Learning for Domain Adaptation on Point-Clouds

Visda2020 ⭐ 41

VisDA2020: 4th Visual Domain Adaptation Challenge

Awesome Domain Adaptation Python Toolbox

Traditional Domain Adaptation Methods ⭐ 40

traditional domain adaptation methods (e.g., GFK, TCA, SA)

Usss_iccv19 ⭐ 39

Code for Universal Semi-Supervised Semantic Segmentation models paper accepted in ICCV 2019

Central Moment Discrepancy for Domain-Invariant Representation Learning (ICLR 2017, keras)

Shot Plus ⭐ 39

code for our TPAMI 2021 paper "Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer"

Awesome Domain Adaptation Object Detection ⭐ 38

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

Visda2019 Multisource ⭐ 38

Source code of our submission (Rank 1) for Multi-Source Domain Adaptation task in VisDA-2019

Detectron Da Faster Rcnn ⭐ 36

Domain Adaptive Faster R-CNN in Detectron

Crossnorm Selfnorm ⭐ 36

CrossNorm and SelfNorm for Generalization under Distribution Shifts (ICCV 2021)

1-100 of 327 projects

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Advertising 📦 9

Application Programming Interfaces 📦 120

Applications 📦 181

Artificial Intelligence 📦 72

Blockchain 📦 70

Build Tools 📦 111

Cloud Computing 📦 79

Code Quality 📦 28

Collaboration 📦 30

Command Line Interface 📦 48

Community 📦 81

Companies 📦 60

Compilers 📦 60

Computer Science 📦 74

Configuration Management 📦 39

Content Management 📦 167

Control Flow 📦 197

Data Formats 📦 77

Data Processing 📦 266

Data Storage 📦 132

Economics 📦 60

Frameworks 📦 198

Graphics 📦 103

Hardware 📦 148

Integrated Development Environments 📦 47

Learning Resources 📦 147

Libraries 📦 119

Lists Of Projects 📦 21

Machine Learning 📦 336

Mapping 📦 61

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 97

Networking 📦 304

Operating Systems 📦 84

Operations 📦 120

Package Managers 📦 52

Programming Languages 📦 229

Runtime Environments 📦 96

Science 📦 42

Security 📦 375

Social Media 📦 26

Software Architecture 📦 70

Software Development 📦 68

Software Performance 📦 57

Software Quality 📦 127

Text Editors 📦 45

Text Processing 📦 131

User Interface 📦 310

User Interface Components 📦 465

Version Control 📦 29

Virtualization 📦 68

Web Browsers 📦 38

Web Servers 📦 25

Web User Interface 📦 194

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