Image Classification on Neoplastic Tubular Adenoma (NPTA) (test)
97.18AccuracyXtraLight-MedMamba
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| XtraLight-MedMambaArchitecture=XtraLight Mamba, Classifier=Fixed non-negative orthogonal classifier, Backbone=ConvNext, Parameters=32K2026.02 | 97.18 | 0.9767 | 0.9666 | 0.9717 | |
| ConvNext based MambaArchitecture=Mamba-Based, Classifier=Linear Classifier, Backbone=ConvNext2026.02 | 96.5 | 0.9651 | 0.9606 | 0.9697 | |
| Conv. based MambaArchitecture=Mamba-Based, Classifier=Linear Classifier, Backbone=Convolutional2026.02 | 94.24 | 0.9431 | 0.9324 | 0.954 | |
| XtraLight Mamba (Fused MBConv. based)Architecture=XtraLight Mamba, Classifier=Fixed non-negative orthogonal classifier, Backbone=Fused MBConv2026.02 | 94.24 | 0.9416 | 0.9547 | 0.9289 | |
| XtraLight Mamba (MBConv. based)Architecture=XtraLight Mamba, Classifier=Fixed non-negative orthogonal classifier, Backbone=MBConv2026.02 | 93.96 | 0.9117 | 0.9029 | 0.8913 | |
| Fused MBConv. based MambaArchitecture=Mamba-Based, Classifier=Linear Classifier, Backbone=Fused MBConv2026.02 | 93.67 | 0.9388 | 0.9076 | 0.9703 | |
| XtraLight Mamba (Conv. based)Architecture=XtraLight Mamba, Classifier=Fixed non-negative orthogonal classifier, Backbone=Convolutional2026.02 | 93.64 | 0.9367 | 0.9321 | 0.9414 | |
| MBConv. based MambaArchitecture=Mamba-Based, Classifier=Linear Classifier, Backbone=MBConv2026.02 | 92.44 | 0.9221 | 0.9512 | 0.8948 | |
| Vision TransformerArchitecture=Transformer-Based, Parameters=7.39M2026.02 | 89.84 | 0.892 | 0.9519 | 0.8392 | |
| Swin TransformerArchitecture=Transformer-Based, Parameters=598K2026.02 | 89.52 | 0.8878 | 0.9548 | 0.8296 |