Semantic Segmentation on Object
46.5mIoUOV-Stitcher
Evaluation Results
| Method | Links | |
|---|---|---|
| OV-StitcherBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 46.5 | |
| CorrCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 46.2 | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 44.6 | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 43.7 | |
| CLIPtraseBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 43.6 | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=true2026.04 | 42.6 | |
| TridentBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 41.7 | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=false2026.04 | 41.4 | |
| TridentBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 41.1 | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=true2026.04 | 40.7 | |
| SC-CLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 40.5 | |
| TridentBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 40.5 | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=false2026.04 | 39.8 | |
| ProxyCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 39.2 | |
| ProxyCLIPBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 38.4 | |
| SFPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 37.9 | |
| CASSBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 37.8 | |
| SC-CLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 37.7 | |
| ProxyCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 37.5 | |
| NACLIP + ResCLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 35 | |
| ResCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 35 | |
| SCLIP + ResCLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 34.3 | |
| ClearCLIP + ResCLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 34 | |
| NACLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 33.2 | |
| NACLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 33.2 | |
| ClearCLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 33 | |
| ClearCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 33 | |
| NACLIP + ResCLIPTraining-free?=true, Encoder=ViT-L/142024.11 | 32.5 | |
| ResCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 32.5 | |
| ClearCLIP + ResCLIPTraining-free?=true, Encoder=ViT-L/142024.11 | 31.1 | |
| SCLIP + ResCLIPTraining-free?=true, Encoder=ViT-L/142024.11 | 30.9 | |
| SCLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 30.5 | |
| SCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 30.5 | |
| TCLTraining-free?=false, Encoder=ViT-B/162024.11 | 30.4 | |
| NACLIPTraining-free?=true, Encoder=ViT-L/142024.11 | 29.9 | |
| ClearCLIPTraining-free?=true, Encoder=ViT-L/142024.11 | 29.7 | |
| PGSegTraining-free?=false, Encoder=ViT-S/162024.11 | 28.7 | |
| GroupViTTraining-free?=false, Encoder=ViT-S/162024.11 | 27.5 | |
| SegCLIPTraining-free?=false, Encoder=ViT-S/162024.11 | 26.5 | |
| OVSegmentorTraining-free?=false, Encoder=ViT-B/162024.11 | 25.1 | |
| SCLIPTraining-free?=true, Encoder=ViT-L/142024.11 | 24.9 | |
| ViewCoTraining-free?=false, Encoder=ViT-S/162024.11 | 23.5 | |
| MaskCLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 20.6 | |
| MaskCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 20.6 | |
| CoCuTraining-free?=false, Encoder=ViT-S/162024.11 | 20.3 | |
| ReCoTraining-free?=true, Encoder=ViT-B/162024.11 | 15.7 | |
| MaskCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 7.2 | |
| CLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 6.5 | |
| CLIPTraining-free?=true, Encoder=ViT-B/162024.11 | 5.5 | |
| CLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 2.7 |