Referring Expression Segmentation on RefCOCO+ UMD (val)
57.95Overall IoULearning to Label
Evaluation Results
| Method | Links | |
|---|---|---|
| Learning to LabelLabel Budget=10%2026.05 | 57.95 | |
| Learning to LabelLabel Budget=5%2026.05 | 57.44 | |
| Baseline (w/ MLLM)Label Budget=10%2026.05 | 56.24 | |
| Learning to LabelLabel Budget=1%2026.05 | 56.23 | |
| Baseline (w/ MLLM)Label Budget=5%2026.05 | 56.14 | |
| Learning to LabelLabel Budget=0.1%2026.05 | 55.97 | |
| Baseline (w/ MLLM)Label Budget=1%2026.05 | 54.59 | |
| Baseline (w/ MLLM)Label Budget=0.1%2026.05 | 53.37 | |
| Baseline (w/o MLLM)Label Budget=10%2026.05 | 51.11 | |
| Baseline (w/o MLLM)Label Budget=5%2026.05 | 47.05 | |
| SemiRESLabel Budget=5%2026.05 | 47 | |
| RESMatchLabel Budget=10%2026.05 | 45.03 | |
| FixmatchLabel Budget=10%2026.05 | 42.5 | |
| CCVCLabel Budget=10%2026.05 | 41.38 | |
| SupervisedLabel Budget=10%2026.05 | 40.49 | |
| RESMatchLabel Budget=5%2026.05 | 39.97 | |
| FixmatchLabel Budget=5%2026.05 | 38.81 | |
| CCVCLabel Budget=5%2026.05 | 37.3 | |
| SemiRESLabel Budget=1%2026.05 | 36.49 | |
| SupervisedLabel Budget=5%2026.05 | 36.05 | |
| AugSegLabel Budget=10%2026.05 | 35.07 | |
| Baseline (w/o MLLM)Label Budget=1%2026.05 | 34.45 | |
| AugSegLabel Budget=5%2026.05 | 33.23 | |
| RESMatchLabel Budget=1%2026.05 | 31.09 | |
| FixmatchLabel Budget=1%2026.05 | 29.29 | |
| CCVCLabel Budget=1%2026.05 | 29.12 | |
| SupervisedLabel Budget=1%2026.05 | 25.62 | |
| AugSegLabel Budget=1%2026.05 | 22.43 | |
| Baseline (w/o MLLM)Label Budget=0.1%2026.05 | 21.05 | |
| RESMatchLabel Budget=0.1%2026.05 | 18.11 | |
| SupervisedLabel Budget=0.1%2026.05 | 17.44 | |
| FixmatchLabel Budget=0.1%2026.05 | 15.41 | |
| CCVCLabel Budget=0.1%2026.05 | 14.59 | |
| AugSegLabel Budget=0.1%2026.05 | 5.69 |