Image Classification on Office-Home v1.0 (train test)
70.6Accuracy (Ar -> Cl)DIFO-C-B32
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DIFO-C-B32Source-Free=true2026.01 | 70.6 | 90.6 | 88.8 | 82.5 | 90.6 | 88.9 | 80.9 | 70.1 | 88.9 | 83.4 | 70.5 | 91.2 | 70.1 | 91.2 | 83.1 | |
| Multiview Image Transformation and Latent Space ConsistencySource-Free=true2026.01 | 67.7 | 92.4 | 90.1 | 85.2 | 89.7 | 89.9 | 81.2 | 75.2 | 90.7 | 81.4 | 69.5 | 94.5 | 67.7 | 94.5 | 84 | |
| ARsetting=PDA2026.05 | 67.4 | 85.3 | 90 | 77.3 | 70.6 | 85.2 | 79 | 64.8 | 89.5 | 80.4 | 66.2 | 86.4 | — | — | 78.3 | |
| m-POTsetting=PDA2026.05 | 64.6 | 80.6 | 87.2 | 76.4 | 77.6 | 83.6 | 77.1 | 63.7 | 87.6 | 81.4 | 68.5 | 87.4 | — | — | 78 | |
| ReOTsetting=PDA2026.05 | 63.7 | 87.4 | 92.3 | 74.2 | 81.4 | 87.1 | 79.2 | 60.8 | 88 | 79.2 | 62.8 | 88.5 | — | — | 78.7 | |
| PLUESource-Free=true2026.01 | 63.4 | 83.3 | 85.8 | 73.8 | 83.4 | 85.6 | 74.2 | 63.4 | 86 | 80.4 | 68.3 | 87.2 | 63.4 | 87.2 | 77.6 | |
| RANsetting=PDA2026.05 | 63.3 | 83.1 | 89 | 75 | 74.5 | 82.9 | 78 | 61.2 | 86.7 | 79.9 | 63.5 | 85 | — | — | 76.8 | |
| PLSCsetting=PDA2026.05 | 63.2 | 85.7 | 91.6 | 72.1 | 80.2 | 82.7 | 78.7 | 56.1 | 86 | 76.6 | 58.9 | 87.6 | — | — | 76.6 | |
| DIFO-C-RNSource-Free=true2026.01 | 62.6 | 87.3 | 87.1 | 79.5 | 86.9 | 88.1 | 78.6 | 66.2 | 88.9 | 82.8 | 63.3 | 87.7 | 62.6 | 88.9 | 79.5 | |
| SAN++setting=PDA2026.05 | 61.3 | 81.6 | 88.6 | 72.8 | 76.4 | 81.9 | 74.5 | 57.7 | 87.2 | 79.7 | 63.8 | 86.1 | — | — | 76 | |
| SLMsetting=PDA2026.05 | 61.1 | 84 | 91.4 | 76.5 | 75 | 81.8 | 74.6 | 55.6 | 87.8 | 82.3 | 57.8 | 83.5 | — | — | 76 | |
| IDSPsetting=PDA2026.05 | 60.8 | 80.8 | 87.3 | 69.3 | 76 | 80.2 | 74.7 | 59.2 | 85.3 | 77.8 | 61.3 | 85.7 | — | — | 74.9 | |
| BA3USsetting=PDA2026.05 | 60.6 | 83.2 | 88.4 | 71.8 | 72.8 | 83.4 | 75.5 | 61.6 | 86.5 | 79.3 | 62.8 | 86.1 | — | — | 76 | |
| TPDSSource-Free=true2026.01 | 59.3 | 80.3 | 82.1 | 70.6 | 79.4 | 80.9 | 69.8 | 56.8 | 82.1 | 74.5 | 61.2 | 85.3 | 59.3 | 85.3 | 73.5 | |
| ETNsetting=PDA2026.05 | 59.2 | 77 | 79.5 | 62.9 | 65.7 | 75 | 68.3 | 55.4 | 84.4 | 75.7 | 57.7 | 84.5 | — | — | 70.5 | |
| DMPsetting=PDA2026.05 | 59 | 81.2 | 86.3 | 68.1 | 72.8 | 78.8 | 71.2 | 57.6 | 84.9 | 77.3 | 61.5 | 82.9 | — | — | 73.5 | |
| SAFNsetting=PDA2026.05 | 58.9 | 76.3 | 81.4 | 70.4 | 73 | 77.8 | 72.4 | 55.3 | 80.4 | 75.8 | 60.4 | 79.9 | — | — | 71.8 | |
| SCLIMSource-Free=true2026.01 | 58.4 | 79.7 | 83.6 | 67.3 | 81.2 | 82.5 | 70.8 | 59.5 | 84.2 | 76.8 | 64.8 | 86.3 | 58.4 | 86.3 | 74.2 | |
| MULsetting=PDA2026.05 | 57.4 | 88.7 | 90.8 | 71 | 80.4 | 82.1 | 77.9 | 59.8 | 91.2 | 83.5 | 58.1 | 87.7 | — | — | 77.4 | |
| ELRSource-Free=true2026.01 | 57.1 | 79.9 | 83.4 | 67.6 | 82 | 82.9 | 70.6 | 58.6 | 83.4 | 76.3 | 65.2 | 85.4 | 57.1 | 85.4 | 73.7 | |
| SHOTSource-Free=true2026.01 | 56.7 | 77.7 | 84.6 | 63.2 | 78.8 | 79.4 | 67.9 | 54.5 | 82.3 | 74.2 | 66.8 | 82.8 | 54.5 | 82.8 | 72.3 | |
| NRCSource-Free=true2026.01 | 56.6 | 82.2 | 84.3 | 66.6 | 82.4 | 83.6 | 69.3 | 58.4 | 83.6 | 76.8 | 65.3 | 85.2 | 56.6 | 85.2 | 74 | |
| DRCNsetting=PDA2026.05 | 54 | 76.4 | 83 | 62.1 | 64.5 | 71 | 70.8 | 49.8 | 80.5 | 77.5 | 59.1 | 79.9 | — | — | 69 | |
| IWANsetting=PDA2026.05 | 53.9 | 54.5 | 78.1 | 61.3 | 48 | 63.3 | 54.2 | 52 | 81.3 | 76.5 | 56.8 | 82.9 | — | — | 63.6 | |
| HAFNsetting=PDA2026.05 | 53.4 | 72.7 | 80.8 | 64.2 | 65.3 | 71.1 | 66.1 | 51.6 | 78.3 | 72.5 | 55.3 | 79 | — | — | 67.5 | |
| PADAsetting=PDA2026.05 | 52 | 67 | 78.7 | 52.2 | 53.8 | 59 | 52.6 | 43.2 | 78.8 | 73.7 | 56.6 | 77.1 | — | — | 62.1 | |
| DeepOPAsetting=PDA2026.05 | 51.1 | 65.9 | 76.4 | 65 | 65.76 | 72.8 | 64.2 | 49.3 | 74.6 | 70.4 | 54.9 | 77.3 | — | — | 65.6 | |
| DANNsetting=PDA2026.05 | 43.8 | 67.9 | 77.5 | 63.7 | 59 | 67.6 | 56.8 | 37.1 | 76.4 | 69.2 | 44.3 | 77.5 | — | — | 61.7 |