Closed-set Source-Free Domain Adaptation on Office-Home
86.9Average AccuracyProDe-V16
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ProDe-V16Backbone=ViT-B/162024.06 | 86.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPCBackbone=ViT-B/162024.06 | 85.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIFO-C-B32Source-Free=true, Multimodal=true, Backbone=ViT-B/322023.11 | 83.1 | 70.6 | 90.6 | 88.8 | 82.5 | 90.6 | 88.8 | 80.9 | 70.1 | 88.9 | 83.4 | 70.5 | 91.2 | |
| DSIT-VITBackbone=ViT-B/162024.06 | 80.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIFO-C-RNSource-Free=true, Multimodal=true, Backbone=ResNet2023.11 | 79.4 | 62.6 | 87.5 | 87.1 | 79.5 | 87.9 | 87.4 | 78.3 | 63.4 | 88.1 | 80 | 63.3 | 87.7 | |
| DIPE-VITBackbone=ViT-B/162024.06 | 78.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT-VITBackbone=ViT-B/162024.06 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PADCLIP-RNVenue=ICCV23, Source-Free=false, Multimodal=true, Backbone=ResNet2023.11 | 76.6 | 57.5 | 84 | 83.8 | 77.8 | 85.5 | 84.7 | 76.3 | 59.2 | 85.4 | 78.1 | 60.2 | 86.7 | |
| ADCLIP-RNVenue=ICCVW23, Source-Free=false, Multimodal=true, Backbone=ResNet2023.11 | 75.9 | 55.4 | 85.2 | 85.6 | 76.1 | 85.8 | 86.2 | 76.7 | 56.1 | 85.4 | 76.8 | 56.1 | 85.5 | |
| DAPL-RNVenue=TNNLS23, Source-Free=false, Multimodal=true, Backbone=ResNet2023.11 | 74.5 | 54.1 | 84.3 | 84.8 | 74.4 | 83.7 | 85 | 74.5 | 54.6 | 84.8 | 75.2 | 54.7 | 83.8 | |
| TPDSVenue=IJCV23, Source-Free=true, Multimodal=false2023.11 | 73.5 | 59.3 | 80.3 | 82.1 | 70.6 | 79.4 | 80.9 | 69.8 | 56.8 | 82.1 | 74.5 | 61.2 | 85.3 | |
| SCLMVenue=NN22, Source-Free=true, Multimodal=false2023.11 | 73 | 58.2 | 80.3 | 81.5 | 69.3 | 79 | 80.7 | 69 | 56.8 | 82.7 | 74.7 | 60.6 | 85 | |
| AaDVenue=NIPS22, Source-Free=true, Multimodal=false2023.11 | 72.7 | 59.3 | 79.3 | 82.1 | 68.9 | 79.8 | 79.5 | 67.2 | 57.4 | 83.1 | 72.1 | 58.5 | 85.4 | |
| AaD-ViTBackbone=ViT-B/162024.06 | 72.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ELRVenue=ICLR23, Source-Free=true, Multimodal=false2023.11 | 72.6 | 58.4 | 78.7 | 81.5 | 69.2 | 79.5 | 79.3 | 66.3 | 58 | 82.6 | 73.4 | 59.8 | 85.1 | |
| CoWAVenue=ICML22, Source-Free=true, Multimodal=false2023.11 | 72.5 | 56.9 | 78.4 | 81 | 69.1 | 80 | 79.9 | 67.7 | 57.2 | 82.4 | 72.8 | 60.5 | 84.5 | |
| NRCVenue=NIPS21, Source-Free=true, Multimodal=false2023.11 | 72.2 | 57.7 | 80.3 | 82 | 68.1 | 79.8 | 78.6 | 65.3 | 56.4 | 83 | 71 | 58.6 | 85.6 | |
| GKDVenue=IROS21, Source-Free=true, Multimodal=false2023.11 | 72.2 | 56.5 | 78.2 | 81.8 | 68.7 | 78.9 | 79.1 | 67.6 | 54.8 | 82.6 | 74.4 | 58.5 | 84.8 | |
| SHOTVenue=ICML20, Source-Free=true, Multimodal=false2023.11 | 71.9 | 56.7 | 77.9 | 80.6 | 68 | 78 | 79.4 | 67.9 | 54.5 | 82.3 | 74.2 | 58.6 | 84.5 | |
| PLUEVenue=CVPR23, Source-Free=true, Multimodal=false2023.11 | 66.9 | 49.1 | 73.5 | 78.2 | 62.9 | 73.5 | 74.5 | 62.2 | 48.3 | 78.6 | 68.6 | 51.8 | 81.5 | |
| AdaConVenue=CVPR22, Source-Free=true, Multimodal=false2023.11 | 65 | 47.2 | 75.1 | 75.5 | 60.7 | 73.3 | 73.2 | 60.2 | 45.2 | 76.6 | 65.6 | 48.3 | 79.1 | |
| SourceSource-Free=false, Multimodal=false2023.11 | 59.2 | 43.7 | 67 | 73.9 | 49.9 | 60.1 | 62.5 | 51.7 | 40.9 | 72.6 | 64.2 | 46.3 | 78.1 |