Attention Map Prediction on W3DA Traffic Accident
1.7KL DivergenceDualGaze-VLM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DualGaze-VLMMulti-task optimization=true2026.04 | 1.7 | 0.471 | 0.325 | 95.2 | 89.8 | |
| FSDAMMulti-task optimization=true2026.04 | 1.838 | 0.439 | 0.323 | 94.9 | 87.2 | |
| LLadaMulti-task optimization=true2026.04 | 1.927 | 0.396 | 0.262 | 93.4 | 88.9 | |
| ERFNetMulti-task optimization=false2026.04 | 2.181 | 0.391 | 0.253 | 93 | 84.6 | |
| GBVSMulti-task optimization=false2026.04 | 2.826 | 0.173 | 0.105 | 81.4 | 76.5 | |
| MLNetMulti-task optimization=false2026.04 | 2.897 | 0.344 | 0.288 | 89.3 | 78.4 | |
| DeepGaze IIEMulti-task optimization=false2026.04 | 3.026 | 0.227 | 0.085 | 91.7 | 58.4 | |
| ConvNeXtMulti-task optimization=false2026.04 | 3.049 | 0.377 | 0.248 | 89.1 | 80.6 | |
| DeepGaze IMulti-task optimization=false2026.04 | 3.06 | 0.206 | 0.082 | 88.3 | 67.3 | |
| GazeXplainMulti-task optimization=true2026.04 | 3.109 | 0.371 | 0.236 | 90.2 | 80.4 | |
| FBnetMulti-task optimization=false2026.04 | 3.197 | 0.329 | 0.246 | 87.3 | 78.9 | |
| ITTIMulti-task optimization=false2026.04 | 3.339 | 0.033 | 0.073 | 59.5 | 60 | |
| CDNNMulti-task optimization=false2026.04 | 3.568 | 0.283 | 0.254 | 85.1 | 71.4 |