Image Classification on OfficeHome (Product Domain)
71.7AccuracyTent
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TentAttack Rate=0%2026.06 | 71.7 | — | |
| ERMAttack Rate=0%2026.06 | 71.5 | — | |
| EATAAttack Rate=0%2026.06 | 70.5 | — | |
| TeSLAAttack Rate=0%2026.06 | 70.26 | — | |
| Tent+SAFER-AAttack Rate=0%2026.06 | 70.18 | — | |
| TSDAttack Rate=0%2026.06 | 69.56 | — | |
| Tent+MedBNAttack Rate=0%2026.06 | 67.58 | — | |
| Tent+SAFERAttack Rate=0%2026.06 | 67.3 | — | |
| TSD+SAFER-AAttack Rate=0%2026.06 | 66.33 | — | |
| PLAttack Rate=0%2026.06 | 65.8 | — | |
| TSD+SAFERAttack Rate=0%2026.06 | 63.26 | — | |
| PL+SAFER-AAttack Rate=0%2026.06 | 60.08 | — | |
| Tent+SAFERAttack Rate=100%2026.06 | 60.03 | — | |
| PL+SAFERAttack Rate=0%2026.06 | 56.6 | — | |
| TSD+SAFERAttack Rate=100%2026.06 | 54.01 | — | |
| TeSLAAttack Rate=100%2026.06 | 48.36 | — | |
| PL+SAFERAttack Rate=100%2026.06 | 45.96 | — | |
| Tent+SAFER-AAttack Rate=100%2026.06 | 44.81 | — | |
| Robust ERMAttack Rate=0%2026.06 | 43.2 | — | |
| Robust ERMAttack Rate=100%2026.06 | 43.08 | — | |
| TSD+SAFER-AAttack Rate=100%2026.06 | 42.73 | — | |
| PL+SAFER-AAttack Rate=100%2026.06 | 29.38 | — | |
| Tent+MedBNAttack Rate=100%2026.06 | 21.21 | — | |
| EATAAttack Rate=100%2026.06 | 20.57 | — | |
| TentAttack Rate=100%2026.06 | 19.61 | — | |
| TSDAttack Rate=100%2026.06 | 19.32 | — | |
| PLAttack Rate=100%2026.06 | 14.89 | — | |
| ERMAttack Rate=100%2026.06 | 13.29 | — | |
| ACModel Ensemble=Linear models over CLIP representations2024.04 | — | 63.05 | |
| ALine-DModel Ensemble=Linear models over CLIP representations2024.04 | — | 14.64 | |
| ALine-SModel Ensemble=Linear models over CLIP representations2024.04 | — | 11.78 | |
| ATCModel Ensemble=Linear models over CLIP representations2024.04 | — | 84.18 | |
| DOC-FeatModel Ensemble=Linear models over CLIP representations2024.04 | — | 75.44 | |
| Naive AgrModel Ensemble=Linear models over CLIP representations2024.04 | — | 39.88 |