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Source-Free 近期大致論文整理

下面是個人分類整理的Source-Free的論文列表,非完全,後續將跟蹤補充,歡迎各位大佬指導補充!

1.凍結分類器

BAIT(Unsupervised Domain Adaptation without Source Data by Casting a BAIT)

GITHUB:https://github.com/BIT-DA/DCAN

SHOT(Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation)

GitHub:https://github.com/tim-learn/SHOT

2.對抗網路

3C-GAN(Model Adaptation: Unsupervised Domain Adaptation without Source Data)

GITHUB:好像有開源,但是我沒找到,歡迎補充。

SDDA(Domain Impression: A Source Data Free Domain Adaptation Method) CVPR2021

GITHUB:

3.偽標籤

DECISION(Unsupervised Multi-source Domain Adaptation Without Access to Source Data)CVPR2021

GITHUB:

PRDA(Progressive Domain Adaptation from a Source Pre-trained Model)

GITHUB:https://github.com/youngryan1993/PrDA-Progressive-Domain-Adaptation-from-a-Source-Pre-trained-Model

Noisy Label(Self-Supervised Noisy Label Learning for Source-Free Unsupervised Domain Adaptation)

GITHUB:

4.加權機制

usfda(Universal Source-Free Domain Adaptation)

GITHUB:https://github.com/val-iisc/usfda

CONFIDENCE SCORE WEIGHT(CONFIDENCE SCORE WEIGHTING ADAPTATION FOR SOURCE-FREE UNSUPERVISED DOMAIN ADAPTATION)

GITHUB:

5.知識蒸餾

TRANSDA(Transformer-Based Source-Free Domain Adaptation)

GITHUB:https://github.com/ygjwd12345/TransDA

6.Neighborhood

G-SFDA(Generalized Source-free Domain Adaptation)

GITHUB:https://github.com/Albert0147/G-SFDA

SFDA_Neighboor(Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation)

GITHUB:https://github.com/Albert0147/SFDA_neighbors