Image Classification on TissueMNIST v2 (test)
94.1AUCAutoKeras
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AutoKeras2026.02 | 94.1 | — | — | — | — | 70.3 | |
| ResNet-18Input Resolution=2242026.02 | 93.3 | — | — | — | — | 68.1 | |
| ResNet-50Input Resolution=282026.02 | 93.1 | — | — | — | — | 68 | |
| ResNet-50Input Resolution=2242026.02 | 93.1 | — | — | — | — | 68 | |
| ResNet-18Input Resolution=282026.02 | 93 | — | — | — | — | 67.6 | |
| Google AutoML Vision2026.02 | 92.4 | — | — | — | — | 67.3 | |
| G-LoG bi-filtration (MLP)Sigma (σ)=02026.02 | 84.9 | — | — | — | — | 53.7 | |
| G-LoG bi-filtration (MLP)Sigma (σ)=0.52026.02 | 84.5 | — | — | — | — | 53.3 | |
| G-LoG bi-filtration (MLP)Sigma (σ)=12026.02 | 84 | — | — | — | — | 52.9 | |
| Topo-Med (MLP)2026.02 | 83.7 | — | — | — | — | 45 | |
| G-LoG bi-filtration (MLP)Sigma (σ)=1.52026.02 | 83.7 | — | — | — | — | 52.8 | |
| auto-sklearn2026.02 | 82.8 | — | — | — | — | 53.2 | |
| AdaFL53Post Temperature Scaling=true2023.08 | — | 0.021 | 1.11 | 0.4658 | 0.0179 | — | |
| CEPost Temperature Scaling=true2023.08 | — | 0.0089 | 0.36 | 0.4611 | 0.0165 | — | |
| CE+AUCOCLPost Temperature Scaling=true2023.08 | — | 0.0107 | 0.71 | 0.4441 | 0.0129 | — | |
| CE+MMCEPost Temperature Scaling=true2023.08 | — | 0.0098 | 0.53 | 0.4527 | 0.0183 | — | |
| CE+S-AvUCPost Temperature Scaling=true2023.08 | — | 0.0228 | 1.87 | 0.5032 | 0.0162 | — | |
| CE+S-ECEPost Temperature Scaling=true2023.08 | — | 0.0238 | 0.98 | 0.5288 | 0.0271 | — | |
| FL (γ=3)Post Temperature Scaling=true2023.08 | — | 0.0206 | 0.67 | 0.465 | 0.0158 | — | |
| FL+AUCOCLPost Temperature Scaling=true2023.08 | — | 0.0356 | 0.68 | 0.4554 | 0.0147 | — | |
| FL+MMCEPost Temperature Scaling=true2023.08 | — | 0.0155 | 0.57 | 0.4587 | 0.0121 | — | |
| FL+S-AvUCPost Temperature Scaling=true2023.08 | — | 0.0249 | 1.83 | 0.5099 | 0.02 | — | |
| FL+S-ECEPost Temperature Scaling=true2023.08 | — | 0.0245 | 1.4 | 0.4729 | 0.0183 | — |