Perturbation-based evaluation on ImageNet
18.1Pos AUCDEX-AR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DEX-ARModel=BakLlaVA-v12026.03 | 18.1 | 2.48 | 0.71 | |
| Int.GradModel=BakLlaVA-v12026.03 | 13.5 | 12.77 | 8.2 | |
| Attn×GradModel=BakLlaVA-v12026.03 | 12.6 | 3.74 | 0.65 | |
| AttentionModel=BakLlaVA-v12026.03 | 11.47 | 4.36 | 0.45 | |
| CheferCAMModel=BakLlaVA-v12026.03 | 11.15 | 4.07 | 6.2 | |
| IIAModel=BakLlaVA-v12026.03 | 11.08 | 3.77 | 15.3 | |
| GradCAMModel=BakLlaVA-v12026.03 | 7.49 | 4.39 | 0.66 | |
| RISEModel=BakLlaVA-v12026.03 | 6.39 | 3.87 | 11.8 | |
| RolloutModel=BakLlaVA-v12026.03 | 6.13 | 3.12 | 0.51 | |
| DEX-ARModel=PaliGemma2026.03 | 2.71 | 0.9 | — | |
| DEX-ARModel=LlaVA-1.52026.03 | 2.31 | 0.96 | 0.71 | |
| AttentionModel=LlaVA-1.52026.03 | 2.17 | 1.01 | 0.45 | |
| CheferCAMModel=LlaVA-1.52026.03 | 2.06 | 1.03 | 6.2 | |
| Attn×GradModel=LlaVA-1.52026.03 | 1.94 | 1 | 0.65 | |
| Int.GradModel=PaliGemma2026.03 | 1.86 | 1.48 | — | |
| IIAModel=PaliGemma2026.03 | 1.75 | 1.4 | — | |
| GradCAMModel=PaliGemma2026.03 | 1.74 | 0.87 | — | |
| Attn×GradModel=PaliGemma2026.03 | 1.74 | 1.32 | — | |
| AttentionModel=PaliGemma2026.03 | 1.71 | 1.45 | — | |
| CheferCAMModel=PaliGemma2026.03 | 1.71 | 1.44 | — | |
| RolloutModel=PaliGemma2026.03 | 1.68 | 1.49 | — | |
| IIAModel=LlaVA-1.52026.03 | 1.66 | 0.9 | 15.3 | |
| Int.GradModel=LlaVA-1.52026.03 | 1.63 | 1.52 | 8.2 | |
| RISEModel=PaliGemma2026.03 | 1.63 | 1.04 | — | |
| GradCAMModel=LlaVA-1.52026.03 | 1.43 | 1.1 | 0.66 | |
| RISEModel=LlaVA-1.52026.03 | 1.24 | 0.99 | 11.8 | |
| DEX-ARModel=Florence22026.03 | 0.85 | 0.78 | — | |
| Int.GradModel=Florence22026.03 | 0.84 | 0.8 | — | |
| RISEModel=Florence22026.03 | 0.83 | 0.78 | — | |
| RolloutModel=Florence22026.03 | 0.82 | 0.8 | — | |
| CheferCAMModel=Florence22026.03 | 0.81 | 0.82 | — | |
| Attn×GradModel=Florence22026.03 | 0.8 | 0.81 | — | |
| IIAModel=Florence22026.03 | 0.79 | 0.8 | — | |
| AttentionModel=Florence22026.03 | 0.78 | 0.84 | — |