Referring Expression Segmentation on LaSeRS (test)
60.2gIoU (Semantic)SegEarth-R2-3B
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SegEarth-R2-3Bnumber of parameters=3B2025.12 | 60.2 | 71.8 | 65.4 | 70.3 | 64.8 | 68.3 | 55.1 | 69.2 | 38.3 | 56.2 | 78.4 | 80.4 | 42.8 | 59.7 | 60.2 | 69.9 | 50.1 | 65.7 | 57.2 | 67.9 | |
| GeoPixel-8Bnumber of parameters=8B2025.12 | 51.4 | 57.2 | 44.1 | 49.3 | 43.9 | 52.4 | 55 | 45.8 | 49.2 | 49.7 | 66.5 | 61.3 | 41.1 | 58.3 | 51.1 | 59.3 | 51.4 | 63.2 | 50.4 | 55.2 | |
| GLaMM-ft-7Bnumber of parameters=7B, pre-training=fine-tuned directly on LaSeRS after pre-training on large-scale natural image segmentation datasets2025.12 | 44.8 | 47.9 | 41.2 | 48.3 | 32.6 | 42.7 | 47.3 | 50.3 | 32.2 | 41 | 59.1 | 60.3 | 42.6 | 44.8 | 50.4 | 54.8 | 42.6 | 44.8 | 43.6 | 48.3 | |
| PixelLM-7Bnumber of parameters=7B2025.12 | 32 | 32.8 | 26.6 | 30 | 13.2 | 16.5 | 44.3 | 40.4 | 20.2 | 23.5 | 25 | 23.1 | 23.9 | 21.9 | 41.6 | 38.9 | 37.1 | 34.5 | 29.3 | 29.1 | |
| PixelLM-13Bnumber of parameters=13B2025.12 | 31.6 | 34 | 27.5 | 30.2 | 15.8 | 17.6 | 42.2 | 40.5 | 20.9 | 22.4 | 26.3 | 24.4 | 25.9 | 22.1 | 42 | 39.1 | 37.1 | 34.5 | 29.9 | 29.4 | |
| M2A-7Bnumber of parameters=7B2025.12 | 30.1 | 33 | 23 | 24.8 | 18.6 | 17.2 | 45.4 | 37.6 | 20.9 | 24.8 | 35.8 | 30.4 | 23.3 | 26.7 | 35.8 | 32.8 | 41.5 | 36.7 | 30.5 | 29.3 | |
| LISA-13Bnumber of parameters=13B2025.12 | 27 | 24.5 | 22.3 | 25.6 | 17.7 | 13.1 | 38.4 | 34.2 | 19.9 | 23.5 | 27.1 | 25.5 | 22.6 | 25.8 | 35.2 | 28 | 38.4 | 34.3 | 27.6 | 26.1 | |
| LISA-7Bnumber of parameters=7B2025.12 | 26.4 | 23.2 | 20.5 | 25 | 16.1 | 11.6 | 37.3 | 32.2 | 18.2 | 22.4 | 27.1 | 24.3 | 21.5 | 25.6 | 34.1 | 27.8 | 38.4 | 33.9 | 26.6 | 25.1 |