Object Detection Explanation Faithfulness on MS-COCO
92.6InsertionVX-CODE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VX-CODEDetector=DETR, Confidence Threshold=> 0.7, r=12024.12 | 92.6 | 23.8 | 68.8 | |
| VX-CODEObject detector=Faster R-CNN, r=32024.12 | 92.2 | 6.7 | 85.5 | |
| VX-CODEObject detector=Faster R-CNN, r=22024.12 | 91.8 | 6.9 | 84.9 | |
| VX-CODEObject detector=Faster R-CNN, r=12024.12 | 91.2 | 7.2 | 84 | |
| VX-CODEObject detector=DETR, r=32024.12 | 90.9 | 5.2 | 85.7 | |
| VX-CODEObject detector=DETR, r=22024.12 | 90.6 | 5.2 | 85.4 | |
| VX-CODEObject detector=DETR, r=12024.12 | 90.4 | 5.3 | 85.1 | |
| SSGrad-CAM++Object detector=Faster R-CNN2024.12 | 90 | 12.6 | 77.4 | |
| ODAMDetector=DETR, Confidence Threshold=> 0.72024.12 | 88.5 | 38.3 | 50.2 | |
| SSGrad-CAMDetector=DETR, Confidence Threshold=> 0.72024.12 | 88.4 | 40 | 48.4 | |
| D-RISEDetector=DETR, Confidence Threshold=> 0.72024.12 | 88.1 | 39.7 | 48.4 | |
| SSGrad-CAM++Object detector=DETR2024.12 | 87.1 | 11.4 | 75.7 | |
| D-RISEObject detector=Faster R-CNN2024.12 | 86.7 | 15.2 | 71.5 | |
| SSGrad-CAM++Detector=DETR, Confidence Threshold=> 0.72024.12 | 86.4 | 40.1 | 46.3 | |
| Grad-CAM++Object detector=Faster R-CNN2024.12 | 86 | 16.6 | 69.4 | |
| ODAMObject detector=Faster R-CNN2024.12 | 85.4 | 14.8 | 70.6 | |
| D-RISEObject detector=DETR2024.12 | 83.9 | 14.9 | 69 | |
| SSGrad-CAMObject detector=Faster R-CNN2024.12 | 82.7 | 16 | 66.7 | |
| Grad-CAMDetector=DETR, Confidence Threshold=> 0.72024.12 | 79.9 | 47.4 | 32.5 | |
| Grad-CAM++Object detector=DETR2024.12 | 79.4 | 15.4 | 64 | |
| Grad-CAM++Detector=DETR, Confidence Threshold=> 0.72024.12 | 72.9 | 52.1 | 20.8 | |
| ODAMObject detector=DETR2024.12 | 65.9 | 15 | 50.9 | |
| Grad-CAMObject detector=Faster R-CNN2024.12 | 64.8 | 29.3 | 35.5 | |
| SSGrad-CAMObject detector=DETR2024.12 | 59.5 | 22.5 | 37 | |
| Grad-CAMObject detector=DETR2024.12 | 53.5 | 31.1 | 22.4 |