Image Classification on TissueMNIST
74.84AccuracyMAIL-RN18
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAIL-RN18Base network=ResNet182026.02 | 74.84 | 96.56 | — | — | |
| MAIL-M2Base network=MobileNetV22026.02 | 74.18 | 96.27 | — | — | |
| DRIFA-Net2026.02 | 73.75 | 96.03 | — | — | |
| MedVIT-S2026.05 | 73.1 | 95.2 | — | — | |
| MFMSA2026.02 | 72.45 | 95.29 | — | — | |
| MO-MAE2026.05 | 72 | 94.4 | — | — | |
| M3Att2026.02 | 70.54 | 94.52 | — | — | |
| AutoKeras2026.05 | 70.3 | 94.1 | — | — | |
| MedVIT-T2026.05 | 70.3 | 94.3 | — | — | |
| MedVIT-L2026.05 | 69.9 | 93.5 | — | — | |
| Gloria2026.02 | 69.88 | 94.72 | — | — | |
| MuMu2026.02 | 69.75 | 94.19 | — | — | |
| HAMLET2026.02 | 69.58 | 93.98 | — | — | |
| MTTU-Net2026.02 | 69.1 | 93.75 | — | — | |
| DDA-Net2026.02 | 68.9 | 94.54 | — | — | |
| NAT2026.02 | 68.42 | 94.39 | — | — | |
| ResNet-182026.05 | 68.1 | 93.3 | — | — | |
| ResNet-502026.05 | 68 | 93.2 | — | — | |
| POTTER2026.02 | 67.98 | 93.29 | — | — | |
| Google AutoML2026.05 | 67.3 | 92.4 | — | — | |
| AMIMV-SSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 61.56 | — | — | — | |
| MoCoV3Backbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 59.68 | — | — | — | |
| DINOBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 59.39 | — | — | — | |
| NNCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 59.39 | — | — | — | |
| SimCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 58.15 | — | — | — | |
| VICRegBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 56.2 | — | — | — | |
| BYOLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 55.59 | — | — | — | |
| Barlow TwinsBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 53.89 | — | — | — | |
| Auto-sklearn2026.05 | 53.2 | 82.8 | — | — | |
| ReSSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 48.45 | — | — | — | |
| BioVLMTrain Params=30K2026.04 | 27.34 | — | — | — | |
| CoOpTrain Params=3K2026.04 | 22.68 | — | — | — | |
| TCPTrain Params=0.5M2026.04 | 20.87 | — | — | — | |
| KgCoOpTrain Params=3K2026.04 | 20.81 | — | — | — | |
| PromptSRCTrain Params=69K2026.04 | 20.43 | — | — | — | |
| ProGradTrain Params=3K2026.04 | 18.76 | — | — | — | |
| MaPLeTrain Params=5.3M2026.04 | 18.35 | — | — | — | |
| CoCoOpTrain Params=44K2026.04 | 17.45 | — | — | — | |
| BioMedCLIPTrain Params=02026.04 | 15.7 | — | — | — | |
| BiomedCoOpTrain Params=3K2026.04 | 14.81 | — | — | — | |
| AMIMV-SSLBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 89.77 | — | — | |
| Barlow TwinsBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 84.16 | — | — | |
| BYOLBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 86.11 | — | — | |
| DINOBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 88.55 | — | — | |
| EL2NRatio=2%2026.06 | — | — | — | 10.1 | |
| EL2NRatio=5%2026.06 | — | — | — | 15.2 | |
| EVARatio=2%2026.06 | — | — | — | 39.8 | |
| EVARatio=5%2026.06 | — | — | — | 46.7 | |
| FacilityRatio=2%2026.06 | — | — | — | 44.7 | |
| FacilityRatio=5%2026.06 | — | — | — | 48.1 | |
| Forg.Ratio=2%2026.06 | — | — | — | 39.3 | |
| Forg.Ratio=5%2026.06 | — | — | — | 43.6 | |
| FPSRatio=2%2026.06 | — | — | — | 35.6 | |
| FPSRatio=5%2026.06 | — | — | — | 41 | |
| Graph Coverage SelectionRatio=2%2026.06 | — | — | — | 42.6 | |
| Graph Coverage SelectionRatio=5%2026.06 | — | — | — | 49.5 | |
| HerdingRatio=2%2026.06 | — | — | — | 42.9 | |
| HerdingRatio=5%2026.06 | — | — | — | 48.3 | |
| Learnable PEPositional Encoding=Learnable2026.03 | — | — | 69.88 | — | |
| MoCoV3Backbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 88.66 | — | — | |
| NNCLRBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 88.41 | — | — | |
| No PEPositional Encoding=None2026.03 | — | — | 69.79 | — | |
| RandomRatio=2%2026.06 | — | — | — | 43.1 | |
| RandomRatio=5%2026.06 | — | — | — | 49.1 | |
| ResNet-18Backbone=ResNet-182026.03 | — | — | 69.88 | — | |
| ReSSLBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 78.65 | — | — | |
| RoPEPositional Encoding=RoPE2026.03 | — | — | 69.72 | — | |
| SimCLRBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 87.38 | — | — | |
| VICRegBackbone=ResNet-50, Initialization=random, Training Protocol=self-supervised2026.04 | — | 86.34 | — | — |