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[NeurIPS 2023 Spotlight] Official Repo for "Extraction and recovery of spatio-temporal structure in latent dynamics alignment with diffusion model"

repository for Universal Domain Adaptation through Self-supervision

[RSE 2022] Cross-sensor domain adaptation for high-spatial resolution urban land-cover mapping: from airborne to spaceborne imagery

Styledomain ⭐ 21

Official Implementation for "StyleDomain: Efficient and Lightweight Parameterizations of StyleGAN for One-shot and Few-shot Domain Adaptation" (ICCV 2023)

Visda2019 ⭐ 21

MixMatch Domain Adaptation: Prize-winning solution for both tracks of VisDA 2019 challenge

[AAAI' 22 ORAL] SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation

Rlsbench ⭐ 20

Code and results accompanying our paper titled RLSbench: Domain Adaptation under Relaxed Label Shift

Domainadaptation ⭐ 20

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

Adagraph ⭐ 20

PyTorch implementation of AdaGraph: Unifying Predictive and Continuous Domain Adaptation through Graphs

Deep Unsupervised Domain Adaptation ⭐ 20

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

[WWW2023] PyTorch implementation of DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model Generalization.

Official PyTorch Implementation of HSVA (NeurIPS'21)

Chainer Adda ⭐ 20

Adversarial Discriminative Domain Adaptation in Chainer

Dann Mnist ⭐ 19

这是论文Unsupervised Domain Adaptation by Backpropagation的复现代码，并完成了MNIST与MNIST-M数据集迁移，master

Swd_pytorch ⭐ 19

An unofficial PyTorch implementation for CVPR 2019 work "Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation"

[CVPR 2023] The official repository of our paper "Upcycling Models under Domain and Category Shift"

Pointcloududa ⭐ 19

[IEEE-TMI 2021] This is our PyTorch implementation for Adapt Everywhere paper on unsupervised domain adaptation using entropy and point-cloud paper.

Robustcartilagesegmentation ⭐ 19

[IEEE T-IP 2021] Semantics-aware Adaptive Knowledge Distillation for Cross-modal Action Recognition

Structural Correspondence Learning Scl ⭐ 19

The code base for the SCL implementation used in "Neural Structural Correspondence Learning for Domain Adaptation", CoNLL 2017 and in "Pivot Based Language Modeling for Improved Neural Domain Adaptation", NAACL 2018

Fusion_gan ⭐ 18

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

Code for CVPR-2019 paper "Progressive Feature Alignment for Unsupervised Domain Adaptation"

Memoryadaptnet Master ⭐ 18

code for our CVPR 2022 paper "DINE: Domain Adaptation from Single and Multiple Black-box Predictors"

Cycleadapt_release ⭐ 17

This repo is official PyTorch implementation of Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction (ICCV 2023).

Bait_sfuda ⭐ 17

Unsupervised Domain Adaptation without Source Data by Casting a BAIT

Doprompt ⭐ 17

Official implementation of PCS in essay "Prompt Vision Transformer for Domain Generalization"

Rul Adapt ⭐ 17

A collection of unsupervised domain adaption algorithms for RUL estimation.

Safe Self-Refinement for Transformer-based Domain Adaptation (CVPR 2022)

Separate_to_adapt ⭐ 16

Code release for Separate to Adapt: Open Set Domain Adaptation via Progressive Separation (CVPR 2019)

Code accompanying the paper "A Generative Framework for Zero Shot Learning with Adversarial Domain Adaptation"

Selection Distribution Generator for Domain Adaptation

Implemenation of Asymmetric-TriTraining by Tensorflow

Adversarial Domain Adaptation With Keras ⭐ 16

A Keras framework for Adversarial Domain Adaptation

"DACL: Learning a Domain-Agnostic Contrastive Representation for Dense Prediction beyond Distribution Gap" (arXiv)

Multichannel Semseg With Uda ⭐ 16

Multichannel Semantic Segmentation with Unsupervised Domain Adaptation

Mutual To Separate ⭐ 15

Code release for Mind the Gap: Enlarging the Domain Gap in Open Set Domain Adaptation (TCSVT 2023)

Qra_code ⭐ 15

Question similarity with domain adaptation.

Task Conditioned ⭐ 15

This source code implements our ECCV paper "task-conditioned domain adaptation for pedestrian detection in thermal imagery".

H2fa_r Cnn ⭐ 14

H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-domain Weakly Supervised Object Detection, in CVPR 2022

[KDD2021] Federated Adversarial Debiasing for Fair and Transferable Representations: Optimize an adversarial domain-adaptation objective without adversarial or source data.

Ganslate ⭐ 14

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

Mdd Domain Adaptation ⭐ 14

Simple reimplementation of Maximum Density Divergence for Unsupervised Domain Adaptation (https://arxiv.org/abs/2004.12615) in PyTorch Lightning

Pvl8dagans ⭐ 14

Code of work Cross-Sensor Adversarial Domain Adaptation of Landsat-8 and Proba-V images for Cloud Detection

domain adaptation with CF distance for medical image segmentation

🍀 Official pytorch implementation of "D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation. Wu et al. ECCV 2022."

Daprompt ⭐ 13

Pytorch implementation of DAPrompt: https://arxiv.org/abs/2202.06687

Meta Curriculum ⭐ 13

Meta-Curriculum Learning for Domain Adaptation in Neural Machine Translation (AAAI 2021)

Unlearning_for_mri_harmonisation ⭐ 13

Code for implementation of Unlearning Scanner Bias for MRI Harmonisation

Bert Aad ⭐ 13

Adversarial Adaptation with Distillation for BERT Unsupervised Domain Adaptation

Udaclustering ⭐ 13

Code for the paper "Unsupervised Domain Adaptation in Semantic Segmentation via Orthogonal and Clustered Embeddings", WACV 2021

Learning joint Segmentation of Tissues And Brain Lesions (jSTABL) from task-specific hetero-modal domain-shifted datasets

Abstention ⭐ 13

Algorithms for abstention, calibration and domain adaptation to label shift.

Neural Scl Domain Adaptation ⭐ 13

The code base for the article "Neural Structural Correspondence Learning for Domain Adaptation", CoNLL 2017

Official Implementation of Collaborating Foundation models for Domain Generalized Semantic Segmentation

Unsupervised condition-level adaptation for semantic segmentation

Attentive Waveblock ⭐ 13

[TIP 2022] Pytorch implementation of "Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond"

Ilm Assl ⭐ 12

Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation

AVocaDo : Strategy for Adapting Vocabulary to Downstream Domain

Stickerda ⭐ 12

Code release for Concurrent Subsidiary Supervision for Unsupervised Source-Free Domain Adaptation (ECCV22)

Submodular Subset Selection for Active Domain Adaptation (ICCV 2021)

[TAI 2023] Contrastive Domain Adaptation for Time-Series via Temporal Mixup

Domain Agnostic Normalization layer for Unsupervised Domain Adaptation

Domainadaptation ⭐ 12

Domain Adaptation

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

Heterogenous, Task- and Domain-Specific Benchmark for Unsupervised Sentence Embeddings used in the TSDAE paper: https://arxiv.org/abs/2104.06979.

Transfer Learning ⭐ 12

ESL: Entropy-guided Self-supervised Learning for Domain Adaptation in Semantic Segmentation

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

Pytorch Deep Coral ⭐ 12

This is a PyTorch implementation of the Unsupervised Domain Adaptation method proposed in the paper Deep CORAL: Correlation Alignment for Deep Domain Adaptation. Baochen Sun and Kate Saenko (ECCV 2016).

Da_infer ⭐ 11

Domain Adaptation as a Problem of Inference on Graphical Models

Domain Adaptation ⭐ 11

Domain Adaptation with Adversarial Training and Graph Embeddings

Fada Pytorch ⭐ 11

PyTorch implementation of https://arxiv.org/abs/1711.02536

Rocog V2 ⭐ 11

RoCoG-v2 (Robot Control Gestures) is a dataset intended to support the study of synthetic-to-real and ground-to-air video domain adaptation.

Implementation of "Learning Across Tasks and Domains" ICCV 2019

Code for A-LINK and A2-LINK

Wbtransport ⭐ 11

This repo contains the implementation of the Wasserstein Barycenter Transport proposed in "Wasserstein Barycenter Transport for Acoustic Adaptation" at ICASSP21 and "Wasserstein Barycenter for Multi-Source Domain Adaptation" in CVPR21

Scribbleda ⭐ 11

Code for "Cluster Alignment with a Teacher for Unsupervised Domain Adaptation"

Multitrain ⭐ 11

Code and model for "Multi-dataset Training of Transformers for Robust Action Recognition", NeurIPS 2022 Spotlight

Exploring Robustness of Unsupervised Domain Adaptation in Semantic Segmentation (ICCV 2021; Oral)

Local Context-Aware Active Domain Adaptation (ICCV 2023)

Code of ICKG2020 best student paper: A Robust and Domain-Adaptive Approach for Low-Resource Named Entity Recognition

Code for "Margin-aware Adversarial Domain Adaptation with Optimal Transport" paper

This is an official implementation for "Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation"

Pytorch code for “Unsupervised Domain Adaptation via Discriminative Manifold Embedding and Alignment ” (DRMEA) (AAAI 2020).

Deepdomainadaptation ⭐ 10

Tensorflow deep learning based domain adaptation model implementations with experiment of estimate MNIST by SVHN data (SVHN -> MNIST): DANN (domain-adversarial neural network), Deep JDOT (joint distribution optimal transportation)

Sfpolypda ⭐ 10

[TMI'22] A Source-free Domain Adaptive Polyp Detection Framework with Style Diversification Flow

Code release for Adversarial Branch Architecture Search for Unsupervised Domain Adaptation

Epvt And Skin Dg Benchamrk ⭐ 10

Domain generalization benchmark for skin lesion recognition, MICCAI 2023

M4adapter ⭐ 10

m4Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter (Findings of EMNLP 2022)

LogTAD: Unsupervised Cross-system Log Anomaly Detection via Domain Adaptation

[AAAI 2023 Oral] VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions

Visda2019 Semisupervised ⭐ 9

Source code of our submission (Rank 2) for Semi-Supervised Domain Adaptation task in VisDA-2019

Source code for "Online Unsupervised Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions", ECCV 2022. This is the code has been implemented to perform training and evaluation of UDA approaches in continuous scenarios. The library has been implemented in PyTorch 1.7.1. Some newer versions should work as well.

Wsal_released ⭐ 9

The code for "Weakly Supervised Adversarial Domain Adaptation for Semantic Segmentation in Urban Scenes (TIP2019)"

Tri Loss Unsupervised ⭐ 9

Pytorch Implementation of TripLet Loss for Unsupervised Domain Adaptation

Cross domain Aspect Sentiment Analysis

DL tool for white matter hyperintensities segmentation

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