Directional attribution on VSR (n=240)
96.8DAEGradCAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GradCAMModel=Qwen2-VL-7B2026.03 | 96.8 | 19.6 | |
| RandomModel=Qwen2-VL-7B2026.03 | 91.8 | 22.1 | |
| Integ. GradModel=Qwen2-VL-7B2026.03 | 86.9 | 29.2 | |
| Grad normModel=Qwen2-VL-7B2026.03 | 86.3 | 30 | |
| Attn. rolloutModel=Qwen2-VL-7B2026.03 | 75.2 | 39.2 | |
| CREG (gt)Model=Qwen2-VL-7B2026.03 | 68.3 | 43.8 | |
| CREG (pred)Model=Qwen2-VL-7B2026.03 | 64.8 | 45.8 | |
| Geo. oracleModel=Qwen2-VL-7B2026.03 | 0 | 100 |