Medical Image Classification on OrgancMnist MedMnist (test)
93.7Test AccuracyCUFIT
Evaluation Results
| Method | Links | |
|---|---|---|
| CUFITNoise rate=0.12024.11 | 93.7 | |
| CUFITNoise rate=0.22024.11 | 93.6 | |
| Co-teachingNoise rate=0.12024.11 | 92.1 | |
| JoCorNoise rate=0.12024.11 | 92.1 | |
| CoDisNoise rate=0.12024.11 | 92.1 | |
| JoCorNoise rate=0.22024.11 | 91.9 | |
| CUFITNoise rate=0.42024.11 | 91.6 | |
| CUFITNoise rate=Mean2024.11 | 91.6 | |
| Co-teachingNoise rate=0.22024.11 | 90.9 | |
| CoDisNoise rate=0.22024.11 | 90.7 | |
| JoCorNoise rate=Mean2024.11 | 88 | |
| Co-teachingNoise rate=Mean2024.11 | 87.9 | |
| CoDisNoise rate=Mean2024.11 | 87.6 | |
| ReinNoise rate=0.12024.11 | 87.4 | |
| CUFITNoise rate=0.62024.11 | 87.4 | |
| Co-teachingNoise rate=0.42024.11 | 85.8 | |
| CoDisNoise rate=0.42024.11 | 85.8 | |
| Full-trainingNoise rate=0.12024.11 | 85.3 | |
| JoCorNoise rate=0.42024.11 | 85.3 | |
| Linear probingNoise rate=0.12024.11 | 83.3 | |
| Linear probingNoise rate=0.22024.11 | 82.9 | |
| Co-teachingNoise rate=0.62024.11 | 82.8 | |
| JoCorNoise rate=0.62024.11 | 82.6 | |
| ReinNoise rate=0.22024.11 | 82 | |
| CoDisNoise rate=0.62024.11 | 81.9 | |
| Full-trainingNoise rate=0.22024.11 | 79.9 | |
| Linear probingNoise rate=0.42024.11 | 79.9 | |
| Linear probingNoise rate=Mean2024.11 | 79.6 | |
| Full-trainingNoise rate=Mean2024.11 | 75.5 | |
| Linear probingNoise rate=0.62024.11 | 72.2 | |
| Full-trainingNoise rate=0.42024.11 | 72.1 | |
| ReinNoise rate=Mean2024.11 | 69.1 | |
| Full-trainingNoise rate=0.62024.11 | 64.5 | |
| ReinNoise rate=0.42024.11 | 63.8 | |
| ReinNoise rate=0.62024.11 | 43.1 |