Referring Segmentation on RefCOCOg
83.8cIoUX-SAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| X-SAM2026.07 | 83.8 | — | — | |
| LENS2026.07 | 81.2 | — | — | |
| SenseNova-Vision2026.07 | 80.3 | — | — | |
| SenseNova-Vision2026.07 | 80.3 | — | — | |
| SenseNova-Vision2026.07 | 80.3 | — | — | |
| Youtu-VL2026.07 | 76.5 | — | — | |
| SEEM (B)Task Category=Composition, Training Data=COCO+LVIS (0.12M), Backbone=DaViT-d3 (B)2023.04 | 76.2 | 77.8 | 87.8 | |
| SEEM (L)Task Category=Composition, Training Data=COCO+LVIS (0.12M), Backbone=DaViT-d5 (L)2023.04 | 75.1 | 76.9 | 86.8 | |
| ConverSeg2026.07 | 74.9 | — | — | |
| Text4Seg2026.07 | 74 | — | — | |
| Vision Banana2026.07 | 73.8 | — | — | |
| PSALM2026.07 | 73.8 | — | — | |
| PolyFormer (L)Task Category=Segmentation, Training Data=Ref-COCO+VG+... (0.16M)2023.04 | 71.1 | — | — | |
| SEEM (T)Task Category=Composition, Training Data=COCO+LVIS (0.12M), Backbone=FocalT2023.04 | 70.4 | 71.7 | 82.1 | |
| PolyFormer (B)Task Category=Segmentation, Training Data=Ref-COCO+VG+... (0.16M)2023.04 | 69.3 | — | — | |
| LISA-7B2026.07 | 67.9 | — | — | |
| SEEM (L)Task Category=Generalist, Training Data=COCO+LVIS (0.12M), Backbone=DaViT-d5 (L)2023.04 | 65.6 | 70.3 | 78.9 | |
| SEEM (B)Task Category=Generalist, Training Data=COCO+LVIS (0.12M), Backbone=DaViT-d3 (B)2023.04 | 65 | 69.6 | 78.2 | |
| X-Decoder (L)Task Category=Generalist, Training Data=COCO (0.12M)2023.04 | 64.6 | — | — | |
| X-Decoder (B)Task Category=Generalist, Training Data=COCO (0.12M)2023.04 | 64.5 | — | — | |
| LAVT (B)Task Category=Segmentation, Training Data=Ref-COCO (0.03M)2023.04 | 61.2 | — | — | |
| SEEM (T)Task Category=Generalist, Training Data=COCO+LVIS (0.12M), Backbone=FocalT2023.04 | 60.9 | 65.7 | 74.8 | |
| X-Decoder (T)Task Category=Generalist, Training Data=COCO (0.12M)2023.04 | 59.8 | — | — | |
| UNINEXT (L)Task Category=Generalist, Training Data=Image+Video (3M)2023.04 | 49.6 | — | 73.4 | |
| UNINEXT (T)Task Category=Generalist, Training Data=Image+Video (3M)2023.04 | 44.9 | — | 70 |