Referring Segmentation on RefCOCO+ (testB) using cIoU
75cIoUReChannel
Evaluation Results
| Method | Links | |
|---|---|---|
| ReChannelParameters=9B2026.07 | 75 | |
| ReChannelParameters=4B2026.07 | 72.5 | |
| FCLMParameters=7B2026.07 | 71.3 | |
| PSALMParameters=1.3B2026.07 | 70.1 | |
| CoPRSParameters=7B2026.07 | 69.7 | |
| Text4SegParameters=8B2026.07 | 66.5 | |
| GLaMMParameters=7B2026.07 | 64.6 | |
| OMG-LLaVAParameters=7B2026.07 | 63 | |
| Ours (single-object)2026.05 | 62.92 | |
| SEGLLM2026.05 | 62.5 | |
| Seg-Zero-7Bre-implemented=true2026.05 | 62.3 | |
| PerceptionGPT-7B2026.05 | 61.3 | |
| Read-7B2026.05 | 60.4 | |
| READParameters=7B2026.07 | 60.4 | |
| Ours (multi-object)consistent-checkpoint=true2026.05 | 59.34 | |
| PolyFormer2026.07 | 59.3 | |
| PixelLM-7B2026.05 | 58.3 | |
| LISA-7B2026.05 | 58.1 | |
| LISAParameters=7B2026.07 | 58.1 | |
| Seg-R1-7B2026.05 | 57.9 | |
| VisionReasoner-7Bre-implemented=true, consistent-checkpoint=true2026.05 | 55.8 | |
| Qwen2.5-VL-7Bre-implemented=true, consistent-checkpoint=true2026.05 | 55.6 | |
| CRIS2026.07 | 53.7 | |
| Qwen2-VL-7Bre-implemented=true, consistent-checkpoint=true2026.05 | 41.9 |