正常人 8通道 Support-CSP Proto-FiLM 左右腳分類
新模型以 support CSP prototype context 產生 FiLM 參數調制 query waveform embedding，並加入 support waveform prototype 的左右距離。輸入維持 1–40 Hz zero-phase IIR、200 Hz、0–2 s、trial/channel Z-score。
結果
| 設定 | 模型 | Accuracy mean ± STD | Balanced accuracy |
|---|---|---|---|
| 20 Left + 20 Right | Proto-FiLM episodic | 61.05% ± 9.79% | 61.05% |
| 20 Left + 20 Right | Proto-FiLM scratch | 60.60% ± 9.73% | 60.60% |
| 20 Left + 20 Right | Support-CSP episodic | 63.95% ± 9.60% | 63.95% |
| 20 Left + 20 Right | ShallowConvNet | 60.95% ± 9.97% | 60.95% |
| All trials | Proto-FiLM episodic | 72.73% ± 15.75% | 72.73% |
| All trials | Proto-FiLM scratch | 71.92% ± 17.03% | 71.92% |
| All trials | Support-CSP episodic | 73.16% ± 15.45% | 73.16% |
| All trials | ShallowConvNet | 71.91% ± 17.58% | 71.91% |
判讀
Proto-FiLM episodic 相對同架構 scratch 有小幅提升（all-trial +0.81 pp；20+20 +0.45 pp），表示 source episodic pretraining 有被利用；但它低於原 Support-CSP episodic（all-trial -0.43 pp；20+20 -2.90 pp）。因此這個額外 raw-prototype/FiLM 分支不納入後續患者驗證，原 Support-CSP 保持為目前較佳版本。
檔案
group comparison CSV · fold results · subject summary · model code