Medical Image Classification on MedMnist
87.41Colon AccuracyFoundation
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FoundationParams(M)=23.512024.04 | 87.41 | 77.4 | 23.51 | 50.37 | 84.62 | 40.55 | 12.92 | 18.64 | 18.9 | 86.22 | 50.05 | |
| STLParams(M)=12.542024.04 | 84.53 | 78.4 | 89.65 | 96.81 | 85.26 | 68.89 | 73.97 | 92.9 | 77.43 | 85.42 | 83.33 | |
| STL-KDParams(M)=12.542024.04 | 84.33 | 77.1 | 90.45 | 96.52 | 83.33 | 68.25 | 74.81 | 93.53 | 77.52 | 82.53 | 82.84 | |
| LoRKDParams(M)=2.122024.04 | 83.9 | 78.6 | 90.57 | 96.26 | 87.18 | 67.01 | 73.97 | 92.83 | 77.27 | 87.39 | 83.5 | |
| MTL-KDParams(M)=1.252024.04 | 82.83 | 75.2 | 90.02 | 95.94 | 83.26 | 64.56 | 74.31 | 92.13 | 76.02 | 86.39 | 82.06 | |
| MTLParams(M)=1.252024.04 | 80.99 | 77.1 | 89.9 | 95.67 | 83.33 | 65.42 | 74.21 | 91.33 | 76.34 | 86.89 | 82.12 | |
| Aligned-MTLParams(M)=1.252024.04 | 79.78 | 73.1 | 89.7 | 95.44 | 88.46 | 64 | 74.36 | 90.81 | 75.06 | 86.22 | 81.69 | |
| MoCo-MTLParams(M)=1.252024.04 | 76.1 | 69.8 | 80 | 86.55 | 76.92 | 63.89 | 69.18 | 83.82 | 67.81 | 83.87 | 75.79 | |
| KFParams(M)=4.672024.04 | 37.83 | 48.2 | 72.4 | 44.93 | 80.13 | 54.17 | 38.01 | 71.75 | 59.19 | 72.12 | 57.87 |