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Computational analysis of representative ablation variants on the external Sherif dataset.
| Model variant | Ext. Acc. (%) | Ext. F1 (%) | Params (M) | Latency (ms) |
|---|---|---|---|---|
| Full NeuroTrustNet | 94.00 | 91.00 | 39.0 | 15.0 |
| w/o AAS | 92.80 | 89.20 | 38.6 | 14.2 |
| w/o ViT | 92.10 | 88.50 | 24.1 | 9.4 |
| w/o CNN | 91.60 | 88.00 | 16.8 | 8.3 |
| w/o Radiomics | 93.10 | 89.80 | 38.9 | 14.8 |
Bold values highlight the proposed NeuroTrustNet/AAS configuration.
