Top 118 domain-adaptation open source projects

Code for Langer et al. "Domain Transfer for Semantic Segmentation of LiDAR Data using Deep Neural Networks", IROS, 2020.

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

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

AutoDIAL Caffe Implementation

Domain adaptation networks for digit recognitioning

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

Codes for the paper 'Learning to Fuse Music Genres with Generative Adversarial Dual Learning' ICDM 17

VR-Caps: A Virtual Environment for Active Capsule Endoscopy

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

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

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

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

Attending to Discriminative Certainty for Domain Adaptation

A PyTorch implementation for Adversarial Representation Learning for Domain Adaptation

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

Domain Adaptation

Adversarial Discriminative Domain Adaptation in Chainer

Adversarial Adaptation with Distillation for BERT Unsupervised Domain Adaptation

Pytorch implementation of Deep Reconstruction Classification Networks

Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18

Implementation of many transfer learning algorithms in Python with Jupyter notebooks

[ICML 2021] Break-It-Fix-It: Unsupervised Learning for Program Repair

Simple and extensible GAN image-to-image translation framework. Supports natural and medical images.

NLU: domain-intent-slot; text2SQL

A PyTorch implementation for Unsupervised Domain Adaptation by Backpropagation

VisDA2020: 4th Visual Domain Adaptation Challenge in ECCV'20

Official Detectron2 implementation of DA-RetinaNet of our Image and Vision Computing 2021 work 'An unsupervised domain adaptation scheme for single-stage artwork recognition in cultural sites'

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

Unofficial pytorch implementation of algorithms for domain adaptation

Code for NAACL 2019 paper: Adversarial Category Alignment Network for Cross-domain Sentiment Classification

FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation (CVPR 2021)

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

Repository to track the progress in Meta-Learning (MtL), including the datasets and the current state-of-the-art for the most common MtL problems.

CrossNER: Evaluating Cross-Domain Named Entity Recognition (AAAI-2021)

Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning (EMNLP'19)

[AAAI 2020] Code release for "Domain Conditioned Adaptation Network" https://arxiv.org/abs/2005.06717

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

Adapt Transformer-based language models to new text domains

code for our ECCV 2020 paper "A Balanced and Uncertainty-aware Approach for Partial Domain Adaptation"

Code and datasets for EMNLP2018 paper ‘‘Adaptive Semi-supervised Learning for Cross-domain Sentiment Classification’’.

Official Implementation of "Exploring Sequence Feature Alignment for Domain Adaptive Detection Transformers"

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

Multichannel Semantic Segmentation with Unsupervised Domain Adaptation

resource collection for transfer learning!

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

[CVPR2021] Domain Consensus Clustering for Universal Domain Adaptation

Pytorch implementation of four neural network based domain adaptation techniques: DeepCORAL, DDC, CDAN and CDAN+E. Evaluated on benchmark dataset Office31.

stylegan-nada.github.io/

Implementation of Domain Adaption in One-Shot Learning

Code for implementation of Unlearning Scanner Bias for MRI Harmonisation

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

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

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

Python toolbox for transfer learning.

A minimal pytorch package implementing a gradient reversal layer.

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

Exploiting Coarse-to-Fine Task Transfer for Aspect-level Sentiment Classification (AAAI'19)

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