Directional attribution on COCO-Pairs (n=300)
91.2DAERandom
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RandomModel=Qwen2-VL-7B2026.03 | 91.2 | 21.7 | |
| GradCAMModel=Qwen2-VL-7B2026.03 | 84.9 | 31 | |
| Integ. GradModel=Qwen2-VL-7B2026.03 | 78.2 | 37.3 | |
| Grad normModel=Qwen2-VL-7B2026.03 | 76.4 | 37.7 | |
| Attn. rolloutModel=Qwen2-VL-7B2026.03 | 71.6 | 43.3 | |
| CREG (gt)Model=Qwen2-VL-7B2026.03 | 57.1 | 52.3 | |
| CREG (pred)Model=Qwen2-VL-7B2026.03 | 55.5 | 55.3 | |
| Geo. oracleModel=Qwen2-VL-7B2026.03 | 0 | 100 |