Medical Image Classification on MedMNIST Pneumonia (test)
96.2AccuracyMedNNST5
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedNNST5Epochs=1002025.04 | 96.2 | — | |
| MedNNST10Epochs=1002025.04 | 96.2 | — | |
| UMed-LVLM2025.01 | 95.8 | 99.1 | |
| PMC-CLIP2025.01 | 95.4 | 99 | |
| ResNet18Epochs=1002025.04 | 95.2 | — | |
| DenseNet121Epochs=1002025.04 | 95.2 | — | |
| NASNetEpochs=1002025.04 | 94.9 | — | |
| MedVInT2025.01 | 94.9 | 98.5 | |
| PNASNetEpochs=1002025.04 | 94.4 | — | |
| MedNNST1Epochs=1002025.04 | 94.4 | — | |
| ProxylessNASEpochs=1002025.04 | 94.1 | — | |
| ResNet50Epochs=1002025.04 | 93.9 | — | |
| OFAEpochs=1002025.04 | 93.8 | — | |
| MedNNST10Epochs=102025.04 | 93.8 | — | |
| DenseNet121Epochs=102025.04 | 93.6 | — | |
| MedNNST1Epochs=102025.04 | 93.6 | — | |
| MedNNST5Epochs=102025.04 | 93.6 | — | |
| MNASNetEpochs=1002025.04 | 93.4 | — | |
| ResNet18Epochs=102025.04 | 93.1 | — | |
| PNASNetEpochs=102025.04 | 93.1 | — | |
| NASNetEpochs=102025.04 | 92.9 | — | |
| MobileNetV3Epochs=1002025.04 | 92.8 | — | |
| HardcoreNASEpochs=1002025.04 | 92.5 | — | |
| EfficientNetB0Epochs=1002025.04 | 92.3 | — | |
| OFAEpochs=102025.04 | 92.2 | — | |
| EfficientNetB4Epochs=1002025.04 | 92 | — | |
| SADAE2025.01 | 91.8 | 98.3 | |
| ResNet50Epochs=102025.04 | 91.3 | — | |
| ProxylessNASEpochs=102025.04 | 89.7 | — | |
| DWT-CV2025.01 | 88.7 | 95.7 | |
| MobileNetV3Epochs=102025.04 | 88.5 | — | |
| ResNet502025.01 | 88.4 | 96.2 | |
| HardcoreNASEpochs=102025.04 | 88.3 | — | |
| MNASNetEpochs=102025.04 | 88 | — | |
| EfficientNetB0Epochs=102025.04 | 85.6 | — | |
| EfficientNetB4Epochs=102025.04 | 85.6 | — |