Image Classification on DomainNet-126 (Real, Painting, Clipart Sequence)
98.35Accuracy (Real Domain)CoTTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoTTAsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 98.35 | 98.62 | 98.43 | 98.43 | |
| TENTsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 98.17 | 99.15 | 99.01 | 98.55 | |
| PALMsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 96.26 | 98.91 | 99.03 | 97.37 | |
| SARsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 87.55 | 90.51 | 88.36 | 88.43 | |
| EATAsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 82.6 | 77.02 | 72.17 | 79.54 | |
| Sourcesetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 40.8 | 50.2 | 45.38 | 43.91 | |
| DA-TTAsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 34.54 | 75.81 | 97.7 | 54.93 | |
| RoTTAsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 33.86 | 42.99 | 44.6 | 37.87 | |
| BP-TTAsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 33.06 | 41.81 | 45.35 | 37.21 | |
| LAMEsetting=PTTA, domain_shift_sequence=Real -> Painting -> Clipart2026.06 | 32.34 | 56.36 | 49.34 | 41.11 |