Classification on RSNA (Accuracy and F1)
76.97AccuracyEGMA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EGMAEvaluation=Zero-shot2026.03 | 76.97 | 46.12 | |
| Original-GazeGaze Logic=Original temporal order, Evaluation=Zero-shot2026.03 | 76.61 | 53.73 | |
| Shuffled-GazeGaze Logic=Permuted list, Evaluation=Zero-shot2026.03 | 73.97 | 48.64 | |
| MedCLIPEvaluation=Zero-shot2026.03 | 73.09 | 41.01 | |
| SFT-HeatmapBackbone=Qwen2.5VL-7B-SFT, Gaze Representation=Heatmap, Evaluation=Zero-shot2026.03 | 71.1 | 44.73 | |
| Random-GazeGaze Logic=Random indices, Evaluation=Zero-shot2026.03 | 69.06 | 43.39 | |
| SFTBackbone=Qwen2.5VL-7B-SFT, Evaluation=Zero-shot2026.03 | 68.83 | 43.77 | |
| VanillaBackbone=Qwen2.5VL-7B, Evaluation=Zero-shot2026.03 | 60.77 | 37.8 |