Top 118 domain-adaptation open source projects

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

A collection of AWESOME things about domian adaptation

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

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

IJCAI2020 & IJCV 2020 🌇 Unsupervised Scene Adaptation with Memory Regularization in vivo

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

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

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

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

python 3 pytorch implementation of DANN

《迁移学习简明手册》LaTex源码

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

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

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

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

Domain Adaptive Faster R-CNN in PyTorch

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

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

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

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

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

Inference pipeline for the CVPR paper entitled "Real-Time Monocular Depth Estimation using Synthetic Data with Domain Adaptation via Image Style Transfer" (http://www.atapour.co.uk/papers/CVPR2018.pdf).

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

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

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

Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation

A PyTorch Detectron codebase for domain adaptation of object detectors.

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

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

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

ImageNet-R(endition) and DeepAugment

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

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

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

Library of transfer learners and domain-adaptive classifiers.

Deep Transfer Learning Papers

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

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

Meta learning with BERT as a learner

Code of Gradually Vanishing Bridge for Adversarial Domain Adaptation (CVPR2020)

self-supervised domain adaptation

Repository of the paper "Generalizing Person Re-Identification by Camera-Aware Instance Learning and Cross-Domain Mixup"

Repository for the article "Unsupervised domain adaptation for medical imaging segmentation with self-ensembling".

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

POT : Python Optimal Transport

Transfer-Learning-Library

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

Domain-Adversarial Neural Network in Tensorflow

pytorch implementation of Domain-Adversarial Training of Neural Networks

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

Awesome Multitask Learning Resources

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

A collection of implementations of deep domain adaptation algorithms

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

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

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

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

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

Awesome Domain Adaptation Python Toolbox