下面是个人分类整理的Source-Free的论文列表,非完全,后续将跟踪补充,欢迎各位大佬指导补充!
1.冻结分类器
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.对抗网络
3C-GAN(Model Adaptation: Unsupervised Domain Adaptation without Source Data)
GITHUB:好像有开源,但是我没找到,欢迎补充。
SDDA(Domain Impression: A Source Data Free Domain Adaptation Method) CVPR2021
GITHUB:
3.伪标签
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.加权机制
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.知识蒸馏
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