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The Top 660 Domain Adaptation Open Source Projects

Categories > Machine Learning > Domain Adaptation
Transferlearning ⭐ 10,539
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
most recent commit 7 days ago
Awesome Domain Adaptation ⭐ 4,076
A collection of AWESOME things about domian adaptation
most recent commit 7 days ago
Transfer Learning Library ⭐ 2,037
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
total releases 2most recent commit 16 days ago
Transferlearning Tutorial ⭐ 1,945
《迁移学习简明手册》LaTex源码
most recent commit 2 years ago
Pot ⭐ 1,666
POT : Python Optimal Transport
dependent packages 28total releases 24most recent commit 11 days agopypi POT} Downloads
Awesome Transfer Learning ⭐ 1,539
Best transfer learning and domain adaptation resources (papers, tutorials, datasets, etc.)
most recent commit 2 months ago
Stylegan Nada ⭐ 916
most recent commit 2 months ago
Dassl.pytorch ⭐ 681
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.
most recent commit 2 months ago
Da ⭐ 630
Unsupervised Domain Adaptation Papers and Code
most recent commit a year ago
Adaptsegnet ⭐ 586
Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)
most recent commit 2 years ago
Tf Dann ⭐ 580
Domain-Adversarial Neural Network in Tensorflow
most recent commit a year ago
Deep Transfer Learning ⭐ 517
A collection of implementations of deep domain adaptation algorithms
most recent commit 9 months ago
Xlearn ⭐ 409
Transfer Learning Library
most recent commit 2 years ago
Powerful Benchmarker ⭐ 394
A library for ML benchmarking. It's powerful.
total releases 34most recent commit 18 days ago
Exclusively Dark Image Dataset ⭐ 390
Exclusively Dark (ExDARK) dataset which to the best of our knowledge, is the largest collection of low-light images taken in very low-light environments to twilight (i.e 10 different conditions) to-date with image class and object level annotations.
most recent commit 2 months ago
Real Time Self Adaptive Deep Stereo ⭐ 377
Code for "Real-time self-adaptive deep stereo" - CVPR 2019 (ORAL)
most recent commit 7 months ago
Eanet ⭐ 374
EANet: Enhancing Alignment for Cross-Domain Person Re-identification
most recent commit 2 years ago
Multitask Learning ⭐ 374
Awesome Multitask Learning Resources
most recent commit 2 years ago
Pykale ⭐ 359
Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem
total releases 10most recent commit a month ago
Pytorch Domain Adaptation ⭐ 357
A collection of implementations of adversarial domain adaptation algorithms
most recent commit a year ago
Seg Uncertainty ⭐ 339
IJCAI2020 & IJCV2021 🌇 Unsupervised Scene Adaptation with Memory Regularization in vivo
most recent commit 4 days ago
Mcd_da ⭐ 326
most recent commit 2 years ago
Cross Domain Detection ⭐ 308
Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation [Inoue+, CVPR2018].
most recent commit 2 years ago
Dann_py3 ⭐ 298
python 3 pytorch implementation of DANN
most recent commit 6 months ago
Dann ⭐ 295
pytorch implementation of Domain-Adversarial Training of Neural Networks
most recent commit 3 years ago
Shot ⭐ 279
code released for our ICML 2020 paper "Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation"
most recent commit 2 months ago
Salad ⭐ 266
A toolbox for domain adaptation and semi-supervised learning. Contributions welcome.
most recent commit 2 years ago
Pytorch Adda ⭐ 264
A PyTorch implementation for Adversarial Discriminative Domain Adaptation
most recent commit 5 years ago
Intrada ⭐ 251
Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision (CVPR 2020 Oral)
most recent commit 4 months ago
Clan ⭐ 243
( CVPR2019 Oral ) Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation
most recent commit 2 years ago
Ta3n ⭐ 242
[ICCV 2019 (Oral)] Temporal Attentive Alignment for Large-Scale Video Domain Adaptation (PyTorch)
most recent commit 10 days ago
Domain Adaptive Faster Rcnn Pytorch ⭐ 230
Domain Adaptive Faster R-CNN in PyTorch
most recent commit 5 months ago
Bnm ⭐ 222
code of Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations (CVPR2020 oral)
most recent commit a year ago
Mmt ⭐ 220
[ICLR-2020] Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification.
most recent commit 2 years ago
Pytorch Adapt ⭐ 219
Domain adaptation made easy. Fully featured, modular, and customizable.
total releases 86most recent commit 14 hours ago
Squeezesegv2 ⭐ 205
Implementation of SqueezeSegV2, Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud
most recent commit 10 days ago
Iros20 6d Pose Tracking ⭐ 205
[IROS 2020] se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains
most recent commit 7 months ago
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
most recent commit 2 years ago
Transfer Learning Materials ⭐ 200
resource collection for transfer learning!
most recent commit 2 months ago
Ssda_mme ⭐ 196
Semi-supervised Domain Adaptation via Minimax Entropy
most recent commit 9 months ago
Universal Domain Adaptation ⭐ 190
Code release for Universal Domain Adaptation(CVPR 2019)
most recent commit a year ago
Meta Selflearning ⭐ 175
Meta Self-learning for Multi-Source Domain Adaptation： A Benchmark
most recent commit 4 months ago
Batchformer ⭐ 173
CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522
most recent commit a day ago
Self Similarity Grouping ⭐ 173
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification (ICCV 2019, Oral)
most recent commit 3 years ago
Gpl ⭐ 170
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
total releases 10most recent commit 2 months ago
Advent ⭐ 161
Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
most recent commit 3 years ago
Awesome Neural Adaptation In Nlp ⭐ 161
Awesome Neural Adaptation in Natural Language Processing. A curated list. https://arxiv.org/abs/2006.00632
most recent commit a year ago
Awesome Domain Adaptation Object Detection ⭐ 150
A collection of papers about domain adaptation object detection. Welcome to PR the works (papers, repositories) that are missed by the repo.
most recent commit a month ago
Deepcoral ⭐ 150
A PyTorch implementation of 'Deep CORAL: Correlation Alignment for Deep Domain Adaptation.', ECCV 2016
most recent commit 5 years ago
Cbst ⭐ 148
Code for <Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training> in ECCV18
most recent commit 3 years ago
Self Ensemble Visual Domain Adapt ⭐ 143
Code repository for the small image experiments our paper 'Self-ensembling for Domain Adaptation'
most recent commit 3 years ago
Crst ⭐ 141
Code for <Confidence Regularized Self-Training> in ICCV19 (Oral)
most recent commit 2 years ago
Mfr ⭐ 134
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
most recent commit a year ago
Afn ⭐ 131
(ICCV'19 Oral) Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation
most recent commit 3 years ago
Da_detection_material ⭐ 130
A Collection of Domain Adaptation for Object Detection Material
most recent commit 4 months ago
Adapt ⭐ 128
Awesome Domain Adaptation Python Toolbox
total releases 14most recent commit 17 days ago
Combogan ⭐ 128
most recent commit 4 years ago
Domain Adapted Atsc ⭐ 128
code for our 2019 paper: "Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification"
most recent commit 2 years ago
Opencompounddomainadaptation Ocda ⭐ 125
Pytorch implementation for "Open Compound Domain Adaptation" (CVPR 2020 ORAL)
most recent commit a year ago
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
most recent commit 4 years ago
Dta.pytorch ⭐ 122
Official implementation of Drop to Adapt: Learning Discriminative Features for Unsupervised Domain Adaptation, to be presented at ICCV 2019.
most recent commit 3 years ago
Sstda ⭐ 122
[CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)
most recent commit 2 years ago
Adaptationseg ⭐ 116
Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes, ICCV 2017
most recent commit 2 years ago
Generate_to_adapt ⭐ 115
Implementation of "Generate To Adapt: Aligning Domains using Generative Adversarial Networks"
most recent commit 3 years ago
Domain Adaptation Toolbox ⭐ 110
Wrappers and implementations of several domain adaptation / transfer learning / semi-supervised learning algorithms
most recent commit 6 years ago
Adversarial Feature Augmentation ⭐ 109
Code for the paper "Adversarial Feature Augmentation for Unsupervised Domain Adaptation", CVPR 2018
most recent commit 4 years ago
Loveda ⭐ 109
[NeurIPS2021 Poster] LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation
most recent commit 8 months ago
Contrastive Adaptation Network For Unsupervised Domain Adaptation ⭐ 108
pytorch implementation for Contrastive Adaptation Network
most recent commit 2 years ago
Dise Domain Invariant Structure Extraction ⭐ 106
Pytorch Implementation -- All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation, CVPR 2019
most recent commit 3 years ago
Coral ⭐ 103
Correlation Alignment for Domain Adaptation
most recent commit 6 years ago
Imagenet R ⭐ 103
ImageNet-R(endition) and DeepAugment (ICCV 2021)
most recent commit a year ago
Crossnorm Selfnorm ⭐ 98
CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021
most recent commit a year ago
Monoculardepth Inference ⭐ 98
Inference pipeline for the CVPR paper entitled "Real-Time Monocular Depth Estimation using Synthetic Data with Domain Adaptation via Image Style Transfer."
most recent commit 3 years ago
Weak Supervision For Ner ⭐ 97
Framework to learn Named Entity Recognition models without labelled data using weak supervision.
most recent commit 2 years ago
Cida ⭐ 95
[ICML 2020] Continuously Indexed Domain Adaptation
most recent commit 3 months ago
Lsd Seg ⭐ 92
Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation
most recent commit 5 years ago
Seanet ⭐ 90
Self-Ensembling Attention Networks: Addressing Domain Shift for Semantic Segmentation
most recent commit a year ago
Dmenet ⭐ 89
[CVPR 2019] Official TensorFlow Implementation for "Deep Defocus Map Estimation using Domain Adaptation"
most recent commit 3 months ago
Gasda ⭐ 86
Geometry-Aware Symmetric Domain Adaptation for Monocular Depth Estimation, CVPR 2019
most recent commit 2 years ago
Ddc Transfer Learning ⭐ 84
A simple implementation of Deep Domain Confusion: Maximizing for Domain Invariance
most recent commit 4 years ago
Iast Eccv2020 ⭐ 83
IAST: Instance Adaptive Self-training for Unsupervised Domain Adaptation (ECCV 2020) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm
most recent commit a year ago
Awesome Source Free Test Time Adaptation ⭐ 83
[2022] A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation
most recent commit 25 days ago
Da_detection ⭐ 83
Progressive Domain Adaptation for Object Detection
most recent commit 9 months ago
Moving Semantic Transfer Network ⭐ 82
Tensorflow codes for ICML2018, Learning Semantic Representations for Unsupervised Domain Adaptation
most recent commit 4 years ago
Kd3a ⭐ 81
Here is the official implementation of the model KD3A in paper "KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation".
most recent commit 3 months ago
M Adda ⭐ 81
Domain Adaptation Based on the Triplet Loss
most recent commit 3 years ago
Awesome Artificial Intelligence Research ⭐ 80
A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.
most recent commit 4 days ago
Cdcl Human Part Segmentation ⭐ 80
Repository for Paper: Cross-Domain Complementary Learning Using Pose for Multi-Person Part Segmentation (TCSVT20)
most recent commit 2 years ago
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
most recent commit a year ago
Wdgrl ⭐ 79
most recent commit 5 years ago
3dkeypoints Da ⭐ 78
Unsupervised Domain Adaptation for 3D Keypoint Estimation via View Consistency
most recent commit 4 years ago
Detectron Self Train ⭐ 78
A PyTorch Detectron codebase for domain adaptation of object detectors.
most recent commit 3 years ago
Learning Texture Invariant Representation ⭐ 77
Learning Texture Invariant Representation for Domain Adaptation of Semantic Segmentation, CVPR 2020
most recent commit 2 years ago
Virtualcapsuleendoscopy ⭐ 76
VR-Caps: A Virtual Environment for Active Capsule Endoscopy
most recent commit 5 months ago
Ccm ⭐ 75
[ECCV2020] Content-Consistent Matching for Domain Adaptive Semantic Segmentation
most recent commit a year ago
Convolutional Handwriting Gan ⭐ 75
ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text Generation (CVPR20)
most recent commit 2 years ago
Bifi ⭐ 74
[ICML 2021] Break-It-Fix-It: Unsupervised Learning for Program Repair
most recent commit 4 months ago
Ml Cvpr2019 Swd ⭐ 74
Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation. In CVPR 2019.
most recent commit 3 years ago
Shot Plus ⭐ 73
code for our TPAMI 2021 paper "Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer"
most recent commit 16 days ago
Deep Transfer Learning ⭐ 71
Deep Transfer Learning Papers
most recent commit 8 months ago
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