Referring Expression Segmentation on RefCOCO UMD (testB)
62.63Overall IoULearning to Label
Evaluation Results
| Method | Links | |
|---|---|---|
| Learning to LabelLabel Budget=10%2026.05 | 62.63 | |
| Learning to LabelLabel Budget=5%2026.05 | 62.6 | |
| Learning to LabelLabel Budget=1%2026.05 | 61.34 | |
| Baseline (w/ MLLM)Label Budget=10%2026.05 | 61.17 | |
| Learning to LabelLabel Budget=0.1%2026.05 | 59.39 | |
| Baseline (w/ MLLM)Label Budget=5%2026.05 | 58.37 | |
| Baseline (w/ MLLM)Label Budget=1%2026.05 | 57.91 | |
| Baseline (w/o MLLM)Label Budget=10%2026.05 | 56.98 | |
| SemiRESLabel Budget=5%2026.05 | 55.94 | |
| Baseline (w/ MLLM)Label Budget=0.1%2026.05 | 55.44 | |
| RESMatchLabel Budget=10%2026.05 | 54.17 | |
| Baseline (w/o MLLM)Label Budget=5%2026.05 | 52.46 | |
| FixmatchLabel Budget=10%2026.05 | 51.92 | |
| CCVCLabel Budget=10%2026.05 | 49.51 | |
| SupervisedLabel Budget=10%2026.05 | 48.38 | |
| RESMatchLabel Budget=5%2026.05 | 47.2 | |
| SemiRESLabel Budget=1%2026.05 | 44.48 | |
| FixmatchLabel Budget=5%2026.05 | 44.3 | |
| CCVCLabel Budget=5%2026.05 | 42.37 | |
| SupervisedLabel Budget=5%2026.05 | 39.55 | |
| Baseline (w/o MLLM)Label Budget=1%2026.05 | 37.42 | |
| AugSegLabel Budget=10%2026.05 | 32 | |
| RESMatchLabel Budget=1%2026.05 | 31.11 | |
| FixmatchLabel Budget=1%2026.05 | 30.17 | |
| AugSegLabel Budget=5%2026.05 | 27.93 | |
| SupervisedLabel Budget=1%2026.05 | 24.35 | |
| CCVCLabel Budget=1%2026.05 | 24.29 | |
| Baseline (w/o MLLM)Label Budget=0.1%2026.05 | 23.86 | |
| AugSegLabel Budget=1%2026.05 | 22.18 | |
| RESMatchLabel Budget=0.1%2026.05 | 17.88 | |
| FixmatchLabel Budget=0.1%2026.05 | 16.74 | |
| CCVCLabel Budget=0.1%2026.05 | 15.16 | |
| SupervisedLabel Budget=0.1%2026.05 | 14.72 | |
| AugSegLabel Budget=0.1%2026.05 | 2.19 |