Image Classification on Nomex XCT (test)
96.8Macro F1 ScoreNL-MambaXCT (MIM-pretrained + fine-tune)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NL-MambaXCT (MIM-pretrained + fine-tune)Params (M)=9.027, FLOPs (G)=2.567, CPU ms/img=90.82, CPU FPS=11.01, MIM pretraining=true, labeled data fraction=100%2026.05 | 96.8 | 96.91 | 97.1 | 96.6 | |
| NL-MambaXCT (no MIM)Params (M)=9.027, FLOPs (G)=2.567, CPU ms/img=90.82, CPU FPS=11.01, Main mixing operator=State-space sequence mixing with fast/slow nested traces, labeled data fraction=100%, MIM pretraining=false2026.05 | 93.7 | 93.8 | 94.1 | 93.4 | |
| NL-MambaXCT (MIM-pretrained)MIM pretraining=true, labeled data fraction=50%2026.05 | 93.5 | — | — | — | |
| Partial NL (ContinuumLinear + AdamW)Configuration=Partial NL (ContinuumLinear + AdamW)2026.05 | 92.9 | 93 | 93.3 | 92.7 | |
| ResNet-50Params (M)=23.514, FLOPs (G)=10.471, CPU ms/img=228.54, CPU FPS=4.38, Main mixing operator=Local convolution with deep residual hierarchy, labeled data fraction=100%2026.05 | 92.6 | — | — | — | |
| No NL (Linear + AdamW)Configuration=No NL (Linear + AdamW), Params (M)=9.027, FLOPs (G)=2.557, Main mixing operator=State-space sequence mixing without nested traces2026.05 | 92.1 | 92.2 | 92.5 | 91.9 | |
| NL-MambaXCT (MIM-pretrained)MIM pretraining=true, labeled data fraction=25%2026.05 | 90.8 | — | — | — | |
| NL-MambaXCT (no MIM)labeled data fraction=50%, MIM pretraining=false2026.05 | 89.9 | — | — | — | |
| ResNet-50labeled data fraction=50%2026.05 | 88.1 | — | — | — | |
| NL-MambaXCT (no MIM)labeled data fraction=25%, MIM pretraining=false2026.05 | 86.5 | — | — | — | |
| ResNet-50labeled data fraction=25%2026.05 | 84.3 | — | — | — |