Image Segmentation on PASCAL-C (test)
69.29I-SegConcept Replacer
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Concept ReplacerTraining setting=10-sample training2024.12 | 69.29 | 82.26 | 59.41 | 52.55 | 69.7 | 72.21 | 79.59 | |
| SLiMeTraining setting=10-sample training2024.12 | 68.3 | 81.5 | 56.8 | 54.8 | 68.3 | 70.3 | 78.4 | |
| REAMOinput_modality=Image-only, scenario=zero-shot2024.06 | 64.6 | — | — | — | — | — | — | |
| Concept ReplacerTraining setting=1-sample training2024.12 | 64.3 | 79.6 | 51.8 | 43.5 | 66.5 | 65.6 | 79 | |
| MiniGPT-v2input_modality=Image-only, scenario=zero-shot2024.06 | 62 | — | — | — | — | — | — | |
| SLiMeTraining setting=1-sample training2024.12 | 61.6 | 79.6 | 37.5 | 46.5 | 65 | 65.6 | 75.7 | |
| CNN*Training setting=Supervised2024.12 | 58.7 | 73.4 | 42.2 | 41.7 | 66.3 | 61 | 67.4 | |
| CNN+CRF*Training setting=Supervised2024.12 | 57 | 75.4 | 36.1 | 35.8 | 64.3 | 61.8 | 68.7 | |
| SegGPT*Training setting=1-sample training2024.12 | 53.3 | 62.7 | 18.5 | 25.8 | 65.8 | 69.5 | 77.7 | |
| ReGANTraining setting=10-sample training2024.12 | 52.15 | 75.5 | 29.3 | 17.8 | 57.2 | 62.4 | 70.7 | |
| InstructBLIP+SEEMinput_modality=Image-only, scenario=zero-shot2024.06 | 39.7 | — | — | — | — | — | — | |
| LLaVA+SEEMinput_modality=Image-only, scenario=zero-shot2024.06 | 26.1 | — | — | — | — | — | — |