source-free-domain-adaptation

There are 6 repositories under source-free-domain-adaptation topic.

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

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

  distribution-shiftsource-free-domain-adaptationtest-time-adaptationtest-time-augmentationtest-time-trainingcontinual-test-time-adaptationdomain-adaptationdomain-generalizationtransfer-learning
  490

• 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 409

• 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 138

• 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 127

• tim-learn / SHOT-plus

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

  tpamidomain-adaptationself-supervised-learningsemi-supervised-learningblack-box-methodmulti-source-domain-adaptationsemi-supervised-domain-adaptationpartial-set-domain-adaptationtransfer-learningsource-free-domain-adaptation
  Language:Python 106

• Albert0147 / G-SFDA

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

  domain-adaptationiccv2021source-free-domain-adaptation
  Language:Python 100

• LINs-lab / ttab

  [ICML23] On Pitfalls of Test-Time Adaptation

  source-free-domain-adaptationtest-time-adaptation
  Language:Python 92

• 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 75

• 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 68

• Albert0147 / AaD_SFDA

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

  source-free-domain-adaptationneurips2022neurips-2022
  Language:Python 54

• 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

• 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 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 27

• 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 27

• Albert0147 / BAIT_SFUDA

  Unsupervised Domain Adaptation without Source Data by Casting a BAIT

  domain-adaptationsource-free-domain-adaptation
  Language:Python 20

• val-iisc / StickerDA

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

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

• 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 4

• 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
  Language:JavaScript 1