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

Benchmark Model Rank Results
domain-adaptation-on-mnist-to-uspsSHOT#5Accuracy: 98.0
domain-adaptation-on-office-31SHOT#21Average Accuracy: 88.6
domain-adaptation-on-office-homeSHOT#17Accuracy: 71.8
domain-adaptation-on-svhn-to-mnistSHOT#2Accuracy: 98.9
domain-adaptation-on-svnh-to-mnistSHOT#2Accuracy: 98.9
domain-adaptation-on-usps-to-mnistSHOT#2Accuracy: 98.4
domain-adaptation-on-visda2017SHOT#17Accuracy: 82.9
partial-domain-adaptation-on-office-homeSHOT#2Accuracy (%): 78.3
source-free-domain-adaptation-on-visda-2017SHOT#10Accuracy: 82.9
universal-domain-adaptation-on-domainnetSHOT-O#9H-Score: 32.6Source-free: no
universal-domain-adaptation-on-office-homeSHOT-O#10H-Score: 40.7Source-free: yesVLM: no
universal-domain-adaptation-on-visda2017SHOT-O#8H-score: 44.0Source-free: yes