Image Classification on VisDA (val)
98.9Plane AccuracyCGA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CGASF=true, CLIP=true, Backbone=ResNet-1012026.02 | 98.9 | 91.6 | 87.5 | 88.2 | 99.2 | 98.3 | 94.9 | 87.5 | 96 | 95 | 94.4 | 74.5 | 92.2 | |
| ProDe-VSF=true, CLIP=true, Backbone=ResNet-1012026.02 | 98.3 | 92 | 87.3 | 84.4 | 98.5 | 97.5 | 94 | 86.4 | 95 | 96.1 | 94.2 | 75.6 | 91.6 | |
| ADCLIP-RNSF=false, CLIP=true, Backbone=ResNet-1012026.02 | 98.1 | 83.6 | 91.2 | 76.6 | 98.1 | 93.4 | 96 | 81.4 | 86.4 | 91.5 | 92.1 | 64.2 | 87.7 | |
| DAPL-RNSF=true, CLIP=true, Backbone=ResNet-1012026.02 | 97.8 | 83.1 | 88.8 | 77.9 | 97.4 | 91.5 | 94.2 | 79.7 | 88.6 | 89.3 | 92.5 | 62 | 86.9 | |
| C-SFDASF=true, Backbone=ResNet-1012023.03 | 97.6 | 88.8 | 86.1 | 72.2 | 97.2 | 94.4 | 92.1 | 84.7 | 93 | 90.7 | 93.1 | 63.5 | 87.8 | |
| TPDSSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 97.6 | 91.5 | 89.7 | 83.4 | 97.5 | 96.3 | 92.2 | 82.4 | 96 | 94.1 | 90.9 | 40.4 | 87.6 | |
| DIFO-VSF=true, CLIP=true, Backbone=ResNet-1012026.02 | 97.5 | 89 | 90.8 | 83.5 | 97.8 | 97.3 | 93.2 | 83.5 | 95.2 | 96.8 | 93.7 | 65.9 | 90.3 | |
| AaDSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 97.4 | 90.5 | 80.8 | 76.2 | 97.3 | 96.1 | 89.8 | 82.9 | 95.5 | 93 | 92 | 64.7 | 88 | |
| DAMP-RSF=false, CLIP=true, Backbone=ResNet-1012026.02 | 97.3 | 91.6 | 89.1 | 76.4 | 97.5 | 94 | 92.3 | 84.5 | 91.2 | 88.1 | 91.2 | 67 | 88.4 | |
| PDA-RSF=false, CLIP=true, Backbone=ResNet-1012026.02 | 97.2 | 82.3 | 89.4 | 76 | 97.4 | 87.5 | 95.8 | 79.6 | 87.2 | 89 | 93.3 | 62.1 | 86.4 | |
| ELRSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 97.1 | 89.7 | 82.7 | 62 | 96.2 | 97 | 87.6 | 81.2 | 93.7 | 94.1 | 90.2 | 58.6 | 85.8 | |
| AdaConSF=true, Backbone=ResNet-1012023.03 | 97 | 84.7 | 84 | 77.3 | 96.7 | 93.8 | 91.9 | 84.8 | 94.3 | 93.1 | 94.1 | 49.7 | 86.8 | |
| AdaConSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 97 | 84.7 | 84 | 77.3 | 96.7 | 93.8 | 91.9 | 84.8 | 94.3 | 93.1 | 94.1 | 49.7 | 86.8 | |
| NRCSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 90.7 | 94.8 | 94.1 | 90.4 | 59.7 | 85.9 | |
| PADCLIP-RNSF=true, CLIP=true, Backbone=ResNet-1012026.02 | 96.7 | 88.8 | 87 | 82.8 | 97.1 | 93 | 91.3 | 83 | 95.5 | 91.8 | 91.5 | 63 | 88.5 | |
| CPDSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 96.7 | 88.5 | 79.6 | 69 | 95.9 | 96.3 | 87.3 | 83.3 | 94.4 | 92.9 | 87 | 58.7 | 85.5 | |
| CoWASF=true, CLIP=false, Backbone=ResNet-1012026.02 | 96.2 | 89.7 | 83.9 | 73.8 | 96.4 | 97.4 | 89.3 | 86.8 | 94.6 | 92.1 | 88.7 | 53.8 | 86.9 | |
| SESF=false, Backbone=ResNet-1012023.03 | 95.9 | 87.4 | 85.2 | 58.6 | 96.2 | 95.7 | 90.6 | 80 | 82.2 | 87.9 | 94.8 | 47.9 | 84.3 | |
| C-SFDASF=true, Backbone=ResNet-101, Online=true2023.03 | 95.9 | 75.6 | 88.4 | 68.1 | 95.4 | 86.1 | 94.5 | 82 | 89.2 | 80.2 | 87.3 | 43.8 | 82.1 | |
| CoSCASource-free=false, Backbone=ResNet-1012021.06 | 95.7 | 87.4 | 85.7 | 73.5 | 95.3 | 72.8 | 91.5 | 84.8 | 94.6 | 87.9 | 87.9 | 36.8 | 82.9 | |
| CPGASource-free=true, Backbone=ResNet-101, Training Epochs=4002021.06 | 95.6 | 89 | 75.4 | 64.9 | 91.7 | 97.5 | 89.7 | 83.8 | 93.9 | 93.4 | 87.7 | 69 | 86 | |
| SFDA-DESF=true, Backbone=ResNet-1012023.03 | 95.3 | 91.2 | 77.5 | 72.1 | 95.7 | 97.8 | 85.5 | 86.1 | 95.5 | 93 | 86.3 | 61.6 | 86.5 | |
| GKDSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 95.3 | 87.6 | 81.7 | 58.1 | 93.9 | 94 | 80 | 80 | 91.2 | 91 | 86.9 | 56.1 | 83 | |
| RWOTSF=false, Backbone=ResNet-1012023.03 | 95.1 | 80.3 | 83.7 | 90 | 92.4 | 68 | 92.5 | 75.4 | 91.1 | 80.5 | 89.9 | 68.2 | 84 | |
| STARSF=false, Backbone=ResNet-1012023.03 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | 82.7 | |
| AdaConSF=true, Backbone=ResNet-101, Online=true2023.03 | 95 | 68 | 82.7 | 69.6 | 94.3 | 80.8 | 90.3 | 79.6 | 90.6 | 69.7 | 87.6 | 36 | 78.7 | |
| SHOTSF=true, CLIP=false, Backbone=ResNet-1012026.02 | 95 | 87.4 | 80.9 | 57.6 | 93.9 | 94.1 | 79.4 | 80.4 | 90.9 | 89.8 | 85.8 | 57.5 | 82.7 | |
| MASource-free=true, Backbone=ResNet-1012021.06 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | 81.6 | |
| CPGASource-free=true, Backbone=ResNet-101, Training Epochs=402021.06 | 94.8 | 83.6 | 79.7 | 65.1 | 92.5 | 94.7 | 90.1 | 82.4 | 88.8 | 88 | 88.9 | 60.1 | 84.1 | |
| PLUESF=true, CLIP=false, Backbone=ResNet-1012026.02 | 94.4 | 91.7 | 89 | 70.5 | 96.6 | 94.9 | 92.2 | 88.8 | 92.9 | 95.3 | 91.4 | 61.6 | 88.3 | |
| SHOTSF=true, Backbone=ResNet-1012023.03 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | |
| A2NetSF=true, Backbone=ResNet-1012023.03 | 94 | 87.8 | 85.6 | 66.8 | 93.7 | 95.1 | 85.8 | 81.2 | 91.6 | 88.2 | 86.5 | 56 | 84.3 | |
| TPNSource-free=false, Backbone=ResNet-1012021.06 | 93.7 | 85.1 | 69.2 | 81.6 | 93.5 | 61.9 | 89.3 | 81.4 | 93.5 | 81.6 | 84.5 | 49.9 | 80.4 | |
| BAITSource-free=true, Backbone=ResNet-1012021.06 | 93.7 | 83.2 | 84.5 | 65 | 92.9 | 95.4 | 88.1 | 80.8 | 90 | 89 | 84 | 45.3 | 82.7 | |
| SAFNSource-free=false, Backbone=ResNet-1012021.06 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | 76.1 | |
| SHOTSource-free=true, Backbone=ResNet-1012021.06 | 92.6 | 81.1 | 80.1 | 58.5 | 89.7 | 86.1 | 81.5 | 77.8 | 89.5 | 84.9 | 84.3 | 49.3 | 79.6 | |
| PALSource-free=false, Backbone=ResNet-1012021.06 | 90.9 | 50.5 | 72.3 | 82.7 | 88.3 | 88.3 | 90.3 | 79.8 | 89.7 | 79.2 | 88.1 | 39.4 | 78.3 | |
| SWDSource-free=false, Backbone=ResNet-1012021.06 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | 76.4 | |
| MCCSource-free=false, Backbone=ResNet-1012021.06 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | 78.8 | |
| MCCSF=false, Backbone=ResNet-1012023.03 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | 78.8 | |
| PrDASource-free=true, Backbone=ResNet-1012021.06 | 86.9 | 81.7 | 84.6 | 63.9 | 93.1 | 91.4 | 86.6 | 71.9 | 84.5 | 58.2 | 74.5 | 42.7 | 76.7 | |
| CDANSource-free=false, Backbone=ResNet-1012021.06 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | 73.9 | |
| Source onlySF=false, Backbone=ResNet-1012023.03 | 57.2 | 11.1 | 42.4 | 66.9 | 55 | 4.4 | 81.1 | 27.3 | 57.9 | 29.4 | 86.7 | 5.8 | 43.8 | |
| ResNet-101Source-free=false, Backbone=ResNet-1012021.06 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | 52.4 |