Referring Segmentation on refCOCO (testB)
83.7cIoUReChannel
Evaluation results
| Method | Links | |
|---|---|---|
| ReChannelParameters=9B2026.07 | 83.7 | |
| HyperSeg-1.5B2026.02 | 83.4 | |
| TraceVision-7B2026.02 | 82.4 | |
| PSALM-3B2026.02 | 81.6 | |
| PSALMParameters=1.3B2026.07 | 81.6 | |
| ReChannelParameters=4B2026.07 | 81.6 | |
| FCLMParameters=7B2026.07 | 79.9 | |
| CoPRSParameters=7B2026.07 | 79.5 | |
| Youtu-VL (4B)Additions=None2026.01 | 78.4 | |
| UFO (InternVL2.5-8B)Additions=Mask Tokens2026.01 | 78.1 | |
| RVG (ViT-B)Additions=MLP Decoder2026.01 | 77.8 | |
| GLaMM (Vicuna-7B)Additions=SAM/Pixel Decoder2026.01 | 76.9 | |
| UniPixel (Qwne2.5-VL-3B)Additions=SAM Decoder2026.01 | 76.9 | |
| GLaMMParameters=7B2026.07 | 76.9 | |
| Text4SegParameters=8B2026.07 | 75.6 | |
| SEGLLM2026.05 | 75.4 | |
| PixelLLM-7B2026.02 | 74.4 | |
| VisionLLM v2 (Swin-T)Additions=Deform-DETR2026.01 | 74.3 | |
| OMG-LLaVAParameters=7B2026.07 | 74.1 | |
| LaSagnA-7BModel Scale=7B2026.04 | 73.8 | |
| READ2024.12 | 73.2 | |
| Read-7B2026.05 | 73.2 | |
| READParameters=7B2026.07 | 73.2 | |
| Ours (single-object)2026.05 | 73.16 | |
| GSVA-7BModel Scale=7B2026.04 | 72.8 | |
| VistaLLM (Vicuna-7B)Additions=None2026.01 | 72.7 | |
| LISA-7BFine-tuned on ReferSeg=true2023.08 | 72.3 | |
| LISA-7B2024.12 | 72.3 | |
| LISA-7B2026.02 | 72.3 | |
| LISA-7B2026.05 | 72.3 | |
| LISAParameters=7B2026.07 | 72.3 | |
| Seg-Zero-7Bre-implemented=true2026.05 | 72.2 | |
| PerceptionGPT-7B2026.05 | 71.7 | |
| LISA-7B2023.08 | 71.1 | |
| LISAw/o SAM=false2023.12 | 71.1 | |
| LISA-7BModel Scale=7B2026.04 | 71.1 | |
| PolyFormer2026.07 | 71.1 | |
| SAM3Additions=DETR-like Decoder2026.01 | 71 | |
| PixDLM2026.04 | 70.5 | |
| LISAaugw/o SAM=false2023.12 | 70.4 | |
| ReLA2023.08 | 70.2 | |
| ReLAw/o SAM=true2023.12 | 70.2 | |
| ReLA2024.12 | 70.2 | |
| Ours (multi-object)consistent-checkpoint=true2026.05 | 69.53 | |
| LAVT2023.08 | 68.8 | |
| LAVTw/o SAM=true2023.12 | 68.8 | |
| LAVT2024.12 | 68.8 | |
| PixelLMw/o SAM=true2023.12 | 68.2 | |
| PixelLM-7B2026.02 | 68.2 | |
| PixelLM2026.04 | 68.2 | |
| PixelLM-7B2026.05 | 68.2 | |
| Seg-R1-7B2026.05 | 67.6 | |
| VisionReasoner-7Bre-implemented=true, consistent-checkpoint=true2026.05 | 67.6 | |
| Qwen2.5-VL-7Bre-implemented=true, consistent-checkpoint=true2026.05 | 66.5 | |
| CRIS2023.08 | 66.1 | |
| CRISw/o SAM=true2023.12 | 66.1 | |
| CRIS2024.12 | 66.1 | |
| CRIS2026.07 | 66.1 | |
| VLT2023.08 | 65.2 | |
| VLTw/o SAM=true2023.12 | 65.2 | |
| VLT2024.12 | 65.2 | |
| MCN2023.08 | 59.7 | |
| MCNw/o SAM=true2023.12 | 59.7 | |
| MCN2024.12 | 59.7 | |
| Qwen2-VL-7Bre-implemented=true, consistent-checkpoint=true2026.05 | 48 | |
| RegionVLM-4BZero-shot=true2026.02 | 37.6 |