Segmentation on BDD-100k and LIS entire (test)
89.58mIoURobustSAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RobustSAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot2024.06 | 89.58 | 94.16 | |
| RobustSAMPrompt Type=Bounding Box, Zero-shot=true2024.06 | 89.58 | 94.16 | |
| MW-Net-F+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=MW-Net (fine-tuned)2024.06 | 89.08 | 93.87 | |
| HQ-SAM-FPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, fine-tuned=true2024.06 | 89.06 | 94.06 | |
| MW-Net+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=MW-Net2024.06 | 88.98 | 93.79 | |
| HQ-SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot2024.06 | 88.77 | 92.45 | |
| HQ-SAMPrompt Type=Bounding Box, Zero-shot=true2024.06 | 88.77 | 92.45 | |
| SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot2024.06 | 88.08 | 91.71 | |
| SAMPrompt Type=Bounding Box, Zero-shot=true2024.06 | 88.08 | 91.71 | |
| URIE+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=URIE2024.06 | 87.99 | 91.65 | |
| URIE+SAMPrompt Type=Bounding Box, Zero-shot=true2024.06 | 87.99 | 91.65 | |
| AirNet-F+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=AirNet (fine-tuned)2024.06 | 87.81 | 91.33 | |
| AirNet+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=AirNet2024.06 | 87.76 | 91.29 | |
| AirNet+SAMPrompt Type=Bounding Box, Zero-shot=true2024.06 | 87.76 | 91.29 | |
| MPR-Net+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=MPR-Net2024.06 | 87.58 | 91.74 | |
| SwinIR-F+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=SwinIR (fine-tuned)2024.06 | 86.83 | 92.53 | |
| SwinIR+SAMPrompt Type=Bounding Box, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=SwinIR2024.06 | 86.77 | 92.41 | |
| RobustSAMPrompt Type=Point, Evaluation Protocol=Zero-shot2024.06 | 37.17 | 89.26 | |
| RobustSAMPrompt Type=Point, Zero-shot=true2024.06 | 37.17 | 49.26 | |
| SwinIR-F+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=SwinIR (fine-tuned)2024.06 | 33.13 | 41.2 | |
| SwinIR+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=SwinIR2024.06 | 32.94 | 41.17 | |
| MPR-Net+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=MPR-Net2024.06 | 32.71 | 40.79 | |
| AirNet-F+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=AirNet (fine-tuned)2024.06 | 32.51 | 45.83 | |
| AirNet+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=AirNet2024.06 | 32.45 | 45.5 | |
| AirNet+SAMPrompt Type=Point, Zero-shot=true2024.06 | 32.45 | 45.5 | |
| MW-Net-F+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=MW-Net (fine-tuned)2024.06 | 31.99 | 40.06 | |
| MW-Net+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=MW-Net2024.06 | 31.95 | 40 | |
| SAMPrompt Type=Point, Evaluation Protocol=Zero-shot2024.06 | 30.56 | 38.37 | |
| SAMPrompt Type=Point, Zero-shot=true2024.06 | 30.56 | 38.37 | |
| URIE+SAMPrompt Type=Point, Evaluation Protocol=Zero-shot, Image Restoration Pre-processing=URIE2024.06 | 30.42 | 38.28 | |
| URIE+SAMPrompt Type=Point, Zero-shot=true2024.06 | 30.42 | 38.28 | |
| HQ-SAM-FPrompt Type=Point, Evaluation Protocol=Zero-shot, fine-tuned=true2024.06 | 29.51 | 37.2 | |
| HQ-SAMPrompt Type=Point, Evaluation Protocol=Zero-shot2024.06 | 29.43 | 37.12 | |
| HQ-SAMPrompt Type=Point, Zero-shot=true2024.06 | 29.43 | 37.12 |