source-free-domain-adaptation

There are 7 repositories under source-free-domain-adaptation topic.

• tim-learn / awesome-test-time-adaptation

  Collection of awesome test-time (domain/batch/instance) adaptation methods

  continual-test-time-adaptationdistribution-shiftdomain-adaptationdomain-generalizationsource-free-domain-adaptationtest-time-adaptationtest-time-augmentationtest-time-trainingtransfer-learning
  666

• tim-learn / SHOT

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

  domain-adaptationtransfer-learningicml-2020source-hypothesis-transferpartial-set-domain-adaptationmulti-source-domain-adaptationpseudo-labelingsource-free-domain-adaptation
  Language:Python 429

• mariodoebler / test-time-adaptation

  A repository and benchmark for online test-time adaptation.

  continual-adaptationdistribution-shiftgradual-adaptationrobustnesssource-free-domain-adaptationtest-timetest-time-adaptation
  Language:Python 176

• BIT-DA / RIPU

  [CVPR 2022 Oral] Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2111.12940

  data-efficient-learningdomain-adaptationsemantic-segmantationsource-free-domain-adaptation
  Language:Python 139

• tim-learn / SHOT-plus

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

  black-box-methoddomain-adaptationmulti-source-domain-adaptationpartial-set-domain-adaptationself-supervised-learningsemi-supervised-domain-adaptationsemi-supervised-learningsource-free-domain-adaptationtpamitransfer-learning
  Language:Python 110

• Albert0147 / G-SFDA

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

  domain-adaptationiccv2021source-free-domain-adaptation
  Language:Python 101

• LINs-lab / ttab

  [ICML23] On Pitfalls of Test-Time Adaptation

  source-free-domain-adaptationtest-time-adaptation
  Language:Python 100

• tim-learn / DINE

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

  black-boxcvpr2022distillationdomain-adaptationmulti-source-domain-adaptationsource-free-domain-adaptation
  Language:Python 78

• Albert0147 / NRC_SFDA

  Code for our NeurIPS 2021 paper 'Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation'

  domain-adaptationneurips2021source-free-domain-adaptation
  Language:Python 69

• Albert0147 / AaD_SFDA

  Code for our NeurIPS 2022 (spotlight) paper 'Attracting and Dispersing: A Simple Approach for Source-free Domain Adaptation'

  neurips-2022neurips2022source-free-domain-adaptation
  Language:Python 57

• whq-xxh / ADA4MIA

  Awesome Active Domain Adaptation for Medical Image Analysis

  active-learningcomputer-visiondomain-adaptationmedical-image-analysismedical-image-segmentationmiccaisource-free-domain-adaptationtmisfadasegmentation-datasetsactive-domain-adaptationmulti-centercvpr
  43

• Albert0147 / OneRing_SF-OPDA

  Code for 'OneRing: A Simple Method for Source-free Open-partial Domain Adaptation'

  source-free-domain-adaptationuniversal-domain-adaptation
  Language:Python 32

• licongguan / ILM-ASSL

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

  cityscapescomputer-visiondata-efficient-learningdeep-learningdomain-adaptationgtavmechine-learingpytorchsemantic-segmentationsemi-supervised-learningsource-free-domain-adaptationsynthia
  Language:Python 32

• ispc-lab / GLC

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

  domain-adaptationsource-free-domain-adaptationtransfer-learninguniversal-domain-adaptation
  Language:Python 30

• ispc-lab / BMD

  [ECCV 2022] The official repository of our paper "BMD: A General Class-balanced Multicentric Dynamic Prototype Strategy for Source-free Domain Adaptation"

  unsupervised-domain-adaptationsource-free-domain-adaptation
  Language:Python 28

• Albert0147 / BAIT_SFUDA

  Unsupervised Domain Adaptation without Source Data by Casting a BAIT

  domain-adaptationsource-free-domain-adaptation
  Language:Python 23

• ispc-lab / LEAD

  [CVPR 2024] The official repository of our paper "LEAD: Learning Decomposition for Source-free Universal Domain Adaptation"

  source-free-domain-adaptationtransfer-learninguniversal-domain-adaptation
  Language:Python 21

• shallowdream204 / SODA-SR

  [CVPR2024] Official implementation of SODA-SR.

  cvpr2024low-level-visionsource-free-domain-adaptationsuper-resolution
  Language:Python 19

• val-iisc / StickerDA

  [ECCV22] Concurrent Subsidiary Supervision for Unsupervised Source-Free Domain Adaptation

  domain-adaptationeccv2022object-classificationsource-free-domain-adaptation
  Language:Python 18

• whq-xxh / SFADA-GTV-Seg

  (TMI-2024) Source-Free Active Domain Adaptation (SFADA) for GTV Segmentation across Multiple Hospitals

  active-learningmedical-image-segmentationsource-free-domain-adaptationtmidatasetmri
  Language:Python 17

• yukilulu / CaC

  Code for our paper 'Contrast and Clustering: Learning Nearest Pair Representations for Source-free Domain Adaptation'

  domain-adaptationsource-free-domain-adaptationtransfer-learning
  Language:Python 5

• zwenyu / lccs

  Code for "Few-Shot Adaptation of Pre-Trained Networks for Domain Shift" (IJCAI 2022)

  domain-adaptationijcai2022few-shot-domain-adaptationsource-free-domain-adaptation
  Language:Python 5

• cszhangzhen / GraphCTA

  Collaborate to Adapt: Source-Free Graph Domain Adaptation via Bi-directional Adaptation (WWW-2024)

  domain-adaptationgnnsgraphgraph-neural-networksunsupervised-learninggraph-domain-adaptationsource-free-domain-adaptationsource-free-graph-domain-adaptation
  Language:Python 3

• emadeldeen24 / MAPU_SFDA_TS

  [KDD 2023] Source-Free Domain Adaptation with Temporal Imputation for Time Series Data

  maskingsource-free-domain-adaptationtemporaltime-series
  Language:Python 3

• val-iisc / DSiT-SFDA

  [ICCV23] Domain-Specificity Inducing Transformers for Source-Free Domain Adaptation

  domain-adaptationobject-recognitionsource-free-domain-adaptationvision-transformer
  1