Semantic Segmentation on VOC 2012 (mIoUs, mIoUu, hIoU)
94.3mIoU (Smoothed)OTSeg+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OTSeg+Evaluation Setting=Transductive setting2024.03 | 94.3 | 94.3 | 94.4 | |
| OTSegEvaluation Setting=Transductive setting2024.03 | 94.2 | 94.3 | 94.2 | |
| OTSeg+Evaluation Setting=Fully-supervised2024.03 | 94.1 | 95 | 94.6 | |
| OTSegEvaluation Setting=Fully-supervised2024.03 | 94 | 94.4 | 94.2 | |
| OTSeg+Evaluation Setting=Inductive setting2024.03 | 93.3 | 81.6 | 87.1 | |
| ZegCLIPEvaluation Setting=Fully-supervised2024.03 | 92.4 | 90.9 | 91.6 | |
| FreeSegTraining Mode=Full Supervision2023.03 | 92.3 | 89.5 | 91.1 | |
| ZegCLIPEvaluation Setting=Transductive setting2024.03 | 92.3 | 89.9 | 91.1 | |
| OTSegEvaluation Setting=Inductive setting2024.03 | 92.1 | 78.1 | 84.5 | |
| ZegCLIPEvaluation Setting=Inductive setting2024.03 | 91.9 | 77.8 | 84.3 | |
| FreeSegTraining Mode=Open Vocabulary2023.03 | 91.8 | 82.6 | 86.9 | |
| FreeSegEvaluation Setting=Transductive setting2024.03 | 91.8 | 82.6 | 86.9 | |
| MVP-SEG+Evaluation Setting=Transductive setting2024.03 | 89 | 87.4 | 88 | |
| ZegFormerTraining Mode=Open Vocabulary2023.03 | 86.4 | 63.6 | 73.3 | |
| ZegFormerEvaluation Setting=Inductive setting2024.03 | 86.4 | 63.6 | 73.3 | |
| MaskCLIP+Evaluation Setting=Transductive setting2024.03 | 86.1 | 88.1 | 87.4 | |
| ZssegEvaluation Setting=Inductive setting2024.03 | 83.5 | 72.5 | 77.6 | |
| STRICTTraining Mode=Open Vocabulary2023.03 | 82.7 | 35.6 | 49.7 | |
| ZSSegTraining Mode=Open Vocabulary2023.03 | 79.2 | 78.1 | 78.6 | |
| ZssegEvaluation Setting=Transductive setting2024.03 | 79.2 | 78.1 | 79.3 | |
| CaGNetTraining Mode=Open Vocabulary2023.03 | 78.6 | 30.3 | 43.7 | |
| ZS5Training Mode=Open Vocabulary2023.03 | 78 | 21.2 | 33.3 | |
| SPNetTraining Mode=Open Vocabulary2023.03 | 77.8 | 25.8 | 38.8 |