Image Classification on Img-LTNr (test)
83.3Top-1 AccuracyCLIP+CE+WTS
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP+CE+WTSImbalance Factor=10, Noise Ratio=0.42026.04 | 83.3 | |
| CLIP+LA+WTSImbalance Factor=10, Noise Ratio=0.42026.04 | 83.1 | |
| CLIP+CEImbalance Factor=10, Noise Ratio=0.42026.04 | 82.9 | |
| CLIP+LAImbalance Factor=10, Noise Ratio=0.42026.04 | 81.9 | |
| CLIP+CE+WTSImbalance Factor=100, Noise Ratio=0.42026.04 | 81.3 | |
| CLIP+LA+WTSImbalance Factor=100, Noise Ratio=0.42026.04 | 80.9 | |
| CLIP+CEImbalance Factor=100, Noise Ratio=0.42026.04 | 80.5 | |
| CLIP+LAImbalance Factor=100, Noise Ratio=0.42026.04 | 79.5 | |
| CLIPImbalance Factor=10, Noise Ratio=0.4, Mode=zero shot2026.04 | 77.1 | |
| CLIPImbalance Factor=100, Noise Ratio=0.4, Mode=zero shot2026.04 | 77.1 | |
| ECBSImbalance Factor=10, Noise Ratio=0.42026.04 | 50.8 | |
| TABASCOImbalance Factor=10, Noise Ratio=0.42026.04 | 49.7 | |
| DivideMixImbalance Factor=10, Noise Ratio=0.42026.04 | 49 | |
| ULCImbalance Factor=10, Noise Ratio=0.42026.04 | 47.1 | |
| UNICONImbalance Factor=10, Noise Ratio=0.42026.04 | 41.6 | |
| MW-NetImbalance Factor=10, Noise Ratio=0.42026.04 | 40.3 | |
| HARImbalance Factor=10, Noise Ratio=0.42026.04 | 38.7 | |
| TABASCOImbalance Factor=100, Noise Ratio=0.42026.04 | 37.1 | |
| ECBSImbalance Factor=100, Noise Ratio=0.42026.04 | 36.9 | |
| ULCImbalance Factor=100, Noise Ratio=0.42026.04 | 34.8 | |
| DivideMixImbalance Factor=100, Noise Ratio=0.42026.04 | 34.7 | |
| CEImbalance Factor=10, Noise Ratio=0.42026.04 | 31.5 | |
| CEImbalance Factor=100, Noise Ratio=0.42026.04 | 31.5 | |
| HARImbalance Factor=100, Noise Ratio=0.42026.04 | 31.3 | |
| UNICONImbalance Factor=100, Noise Ratio=0.42026.04 | 31.1 | |
| MW-NetImbalance Factor=100, Noise Ratio=0.42026.04 | 31.1 | |
| LAImbalance Factor=10, Noise Ratio=0.42026.04 | 25.9 | |
| RoLTImbalance Factor=10, Noise Ratio=0.42026.04 | 24.2 | |
| LDAMImbalance Factor=10, Noise Ratio=0.42026.04 | 23.5 | |
| IBImbalance Factor=10, Noise Ratio=0.42026.04 | 22.1 | |
| RoLTImbalance Factor=100, Noise Ratio=0.42026.04 | 16.9 | |
| IBImbalance Factor=100, Noise Ratio=0.42026.04 | 16.3 | |
| LDAMImbalance Factor=100, Noise Ratio=0.42026.04 | 15.6 | |
| LAImbalance Factor=100, Noise Ratio=0.42026.04 | 9.6 |