Image Segmentation on LVIS LQ-1 (test)
64.3IoUGleSAM2++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GleSAM2++Base Model=SAM22026.01 | 64.3 | 75.6 | |
| GleSAM2Degradation=LQ-12025.03 | 63.61 | 74.02 | |
| GleSAM2Base Model=SAM22026.01 | 63.4 | 73.6 | |
| DiffBIR-SAM2Degradation=LQ-1, Restoration=DiffBIR2025.03 | 62.78 | 73.8 | |
| DiffBIR-FT-SAM2Base Model=SAM2, Restoration=DiffBIR, Fine-tuned=true2026.01 | 61.8 | 71.8 | |
| DiffBIR-SAM2Base Model=SAM2, Restoration=DiffBIR2026.01 | 61.5 | 72.4 | |
| GleSAMDegradation=LQ-12025.03 | 61.31 | 72.44 | |
| GleSAM++Base Model=SAM2026.01 | 61.2 | 73.1 | |
| SAM2Degradation=LQ-12025.03 | 60.24 | 70.04 | |
| DiffBIR-SAMDegradation=LQ-1, Restoration=DiffBIR2025.03 | 60.21 | 70.9 | |
| GleSAMBase Model=SAM2026.01 | 60.2 | 71.8 | |
| DiffBIR-FT-SAMBase Model=SAM, Restoration=DiffBIR, Fine-tuned=true2026.01 | 60.1 | 71.6 | |
| PromptIR-FT-SAM2Base Model=SAM2, Restoration=PromptIR, Fine-tuned=true2026.01 | 60.1 | 70.2 | |
| SAM2Base Model=SAM22026.01 | 59.5 | 69.4 | |
| DiffBIR-SAMBase Model=SAM, Restoration=DiffBIR2026.01 | 59.1 | 70.8 | |
| PromptIR-SAM2Base Model=SAM2, Restoration=PromptIR2026.01 | 58.9 | 69 | |
| PromptIR-SAM2Degradation=LQ-1, Restoration=PromptIR2025.03 | 58.75 | 68.65 | |
| PromptIR-FT-SAMBase Model=SAM, Restoration=PromptIR, Fine-tuned=true2026.01 | 53.7 | 61.7 | |
| SAMDegradation=LQ-12025.03 | 53.25 | 62.82 | |
| SAMBase Model=SAM2026.01 | 52.8 | 62.6 | |
| RobustSAMDegradation=LQ-12025.03 | 52.62 | 63.56 | |
| RobustSAMBase Model=SAM, Variant=Robust2026.01 | 52.6 | 63.6 | |
| PromptIR-SAMDegradation=LQ-1, Restoration=PromptIR2025.03 | 52.22 | 61.87 | |
| PromptIR-SAMBase Model=SAM, Restoration=PromptIR2026.01 | 52.2 | 61 |