Referring Segmentation on refCOCO+ (val)
80.1cIoUTraceVision-7B
Evaluation results
| Method | Links | |
|---|---|---|
| TraceVision-7B2026.02 | 80.1 | |
| ReChannelParameters=9B2026.07 | 79.5 | |
| HyperSeg-1.5B2026.02 | 79 | |
| ReChannelParameters=4B2026.07 | 77.9 | |
| FCLMParameters=7B2026.07 | 77.4 | |
| UFO (InternVL2.5-8B)Additions=Mask Tokens2026.01 | 76.7 | |
| Youtu-VL (4B)Additions=None2026.01 | 76.2 | |
| CoPRSParameters=7B2026.07 | 75.9 | |
| UniPixel (Qwne2.5-VL-3B)Additions=SAM Decoder2026.01 | 74.3 | |
| SegAnswer2026.07 | 73.6 | |
| PSALM-3B2026.02 | 72.9 | |
| PSALMParameters=1.3B2026.07 | 72.9 | |
| Text4SegParameters=8B2026.07 | 72.8 | |
| GLaMM (Vicuna-7B)Additions=SAM/Pixel Decoder2026.01 | 72.6 | |
| GLaMMParameters=7B2026.07 | 72.6 | |
| Groundhog2026.07 | 70.5 | |
| RVG (ViT-B)Additions=MLP Decoder2026.01 | 69.5 | |
| PixelLLM-7B2026.02 | 69.2 | |
| VistaLLM (Vicuna-7B)Additions=None2026.01 | 69.1 | |
| OMG-LLaVAParameters=7B2026.07 | 69.1 | |
| PixDLM2026.04 | 68.5 | |
| READ2024.12 | 68.4 | |
| READParameters=7B2026.07 | 68.4 | |
| PolyFormer2026.07 | 67.6 | |
| SAM3Additions=DETR-like Decoder2026.01 | 67.3 | |
| Vitron2026.07 | 66.7 | |
| LaSagnA-7BModel Scale=7B2026.04 | 66.4 | |
| LaSagnA2026.07 | 66.4 | |
| PixelLMw/o SAM=true2023.12 | 66.3 | |
| PixelLM-7B2026.02 | 66.3 | |
| PixelLM2026.04 | 66.3 | |
| ReLA2023.08 | 66 | |
| ReLAw/o SAM=true2023.12 | 66 | |
| GRES2024.08 | 66 | |
| ReLA2024.12 | 66 | |
| LISA-7BFine-tuned on ReferSeg=true2023.08 | 65.1 | |
| LISA-7B2024.12 | 65.1 | |
| LISA-7B2026.02 | 65.1 | |
| LISAParameters=7B2026.07 | 65.1 | |
| SESAME2024.12 | 64.9 | |
| VisionLLM v2 (Swin-T)Additions=Deform-DETR2026.01 | 64.5 | |
| GSVA-7BModel Scale=7B2026.04 | 64.5 | |
| FAST2024.08 | 64.4 | |
| VideoLISA2026.07 | 63.4 | |
| VPD (UNet)Additions=Denoising Decoder2026.01 | 62.7 | |
| LISAaugw/o SAM=false2023.12 | 62.5 | |
| LISA-7B2023.08 | 62.4 | |
| LISAw/o SAM=false2023.12 | 62.4 | |
| LISA-7B2024.08 | 62.4 | |
| LISA-7BModel Scale=7B2026.04 | 62.4 | |
| LISA2026.07 | 62.4 | |
| CRIS2023.08 | 62.3 | |
| CRISw/o SAM=true2023.12 | 62.3 | |
| CRIS2024.12 | 62.3 | |
| CRIS2026.07 | 62.3 | |
| LAVT2023.08 | 62.1 | |
| LAVTw/o SAM=true2023.12 | 62.1 | |
| LAVT2024.08 | 62.1 | |
| LAVT2024.12 | 62.1 | |
| VISA2026.07 | 59.8 | |
| LLaVA w Seg AdapterArchitecture=LLaVA with Segmentation Adapter2024.08 | 57.5 | |
| VLT2023.08 | 56.3 | |
| VLTw/o SAM=true2023.12 | 56.3 | |
| VLT2024.12 | 56.3 | |
| MCN2023.08 | 50.6 | |
| MCNw/o SAM=true2023.12 | 50.6 | |
| MCN2024.12 | 50.6 | |
| RegionVLM-4BZero-shot=true2026.02 | 31.5 |