Long-tailed Image Classification on TinyImageNet long-tailed (test)
50.57Naturalness (All Classes)CFA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CFABase algorithm=RoBal, Backbone=WRN-28-102026.05 | 50.57 | 47.79 | 20.3 | 17.29 | |
| RobustLTBase algorithm=RoBal, Backbone=WRN-28-102026.05 | 49.9 | 47.38 | 22.27 | 20.08 | |
| RoBalBase algorithm=RoBal, Backbone=WRN-28-102026.05 | 49.83 | 47.92 | 21.5 | 18.54 | |
| DAFABase algorithm=RoBal, Backbone=WRN-28-102026.05 | 49.13 | 47.33 | 21.51 | 18.5 | |
| CFABase algorithm=AT-BSL, Backbone=WRN-28-102026.05 | 49.07 | 46 | 25.07 | 22.75 | |
| RobustLTBase algorithm=REAT, Backbone=WRN-28-102026.05 | 46.4 | 43.33 | 22.57 | 20.54 | |
| CFABase algorithm=REAT, Backbone=WRN-28-102026.05 | 46.23 | 43.17 | 22.83 | 19.75 | |
| DAFABase algorithm=AT, Backbone=WRN-28-102026.05 | 45.17 | 40.12 | 18 | 14.62 | |
| RobustLTBase algorithm=AT-BSL, Backbone=WRN-28-102026.05 | 44.87 | 41.42 | 27 | 24.83 | |
| RobustLTBase algorithm=AT, Backbone=WRN-28-102026.05 | 44.57 | 38.67 | 19.57 | 14.71 | |
| UDRBase algorithm=RoBal, Backbone=WRN-28-102026.05 | 44.47 | 38.88 | 21.23 | 16.33 | |
| ATBase algorithm=AT, Backbone=WRN-28-102026.05 | 44.2 | 38.12 | 19.5 | 14.04 | |
| UDRBase algorithm=REAT, Backbone=WRN-28-102026.05 | 44.2 | 41.46 | 20.87 | 18.58 | |
| CFABase algorithm=AT, Backbone=WRN-28-102026.05 | 44.17 | 38.25 | 17.8 | 12.42 | |
| REATBase algorithm=REAT, Backbone=WRN-28-102026.05 | 44.03 | 41.3 | 21.43 | 19.33 | |
| UDRBase algorithm=AT, Backbone=WRN-28-102026.05 | 43.63 | 37.42 | 19.47 | 14.12 | |
| CFABase algorithm=AWP, Backbone=WRN-28-102026.05 | 43.57 | 37.29 | 18.27 | 12.96 | |
| DAFABase algorithm=REAT, Backbone=WRN-28-102026.05 | 43.57 | 41.67 | 21.33 | 19.5 | |
| DAFABase algorithm=AWP, Backbone=WRN-28-102026.05 | 42.3 | 36.25 | 20.2 | 15.29 | |
| RobustLTBase algorithm=AWP, Backbone=WRN-28-102026.05 | 41.83 | 35.54 | 21.33 | 16.17 | |
| UDRBase algorithm=AWP, Backbone=WRN-28-102026.05 | 40.87 | 34.5 | 21.23 | 15.54 | |
| AWPBase algorithm=AWP, Backbone=WRN-28-102026.05 | 40.7 | 34.21 | 20.47 | 14.92 | |
| DAFABase algorithm=AT-BSL, Backbone=WRN-28-102026.05 | 40.3 | 37.54 | 24.8 | 22.83 | |
| UDRBase algorithm=AT-BSL, Backbone=WRN-28-102026.05 | 40.23 | 37.38 | 25 | 22.58 | |
| AT-BSLBase algorithm=AT-BSL, Backbone=WRN-28-102026.05 | 40 | 36.96 | 25.3 | 22.96 | |
| RobustLTBase algorithm=TAET, Backbone=WRN-28-102026.05 | 36.8 | 34.58 | 18.13 | 16.96 | |
| CFABase algorithm=TAET, Backbone=WRN-28-102026.05 | 32.57 | 30.42 | 13.9 | 12.67 | |
| TAETBase algorithm=TAET, Backbone=WRN-28-102026.05 | 31.7 | 28.58 | 17.33 | 15.21 | |
| DAFABase algorithm=TAET, Backbone=WRN-28-102026.05 | 29.67 | 27 | 16.1 | 14.12 | |
| UDRBase algorithm=TAET, Backbone=WRN-28-102026.05 | 25.4 | 22.33 | 13.57 | 11.75 |