Reasoning Segmentation on MUSE (test)
42.3gIoU (overall)PixelLM-Llama2-13B
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PixelLM-Llama2-13Bw/o SAM=true, TFLOPS=6.65, token fusion mechanism=true, target refinement loss=true2023.12 | 42.3 | 45.2 | 62.9 | 41.5 | 47.6 | 51 | |
| LISA-Llama2-13Baugw/o SAM=false, TFLOPS=10.242023.12 | 41.9 | 44.7 | 60 | 41.2 | 47.9 | 50.5 | |
| PixelLM-Llama2-13B†w/o SAM=true, TFLOPS=6.65, token fusion mechanism=false, target refinement loss=false2023.12 | 40.5 | 44.8 | 61.6 | 39.3 | 44.6 | 48.2 | |
| UGround-7Bw/o SAM=true2025.10 | 40.1 | — | — | — | — | 50.4 | |
| PixelLM-7Bw/o SAM=true, TFLOPS=3.57, token fusion mechanism=true, target refinement loss=true2023.12 | 39.2 | 44.6 | 59.2 | 37.7 | 42.8 | 46.3 | |
| PixelLM-7Bw/o SAM=false2025.10 | 39.2 | — | — | — | — | 46.3 | |
| LISA-7Baugw/o SAM=false, TFLOPS=7.162023.12 | 38.9 | 43.5 | 52 | 37.7 | 42.3 | 44.4 | |
| LISA-7Baugw/o SAM=false2025.10 | 38.9 | — | — | — | — | 44.4 | |
| PixelLM-7B†w/o SAM=true, TFLOPS=3.57, token fusion mechanism=false, target refinement loss=false2023.12 | 37.5 | 43.1 | 56.7 | 36 | 38.2 | 42.2 | |
| LISA-7Brecw/o SAM=false, TFLOPS=7.162023.12 | 16.2 | 30 | 30.9 | 12.4 | 23.2 | 24.8 | |
| LISA-7Brecw/o SAM=false2025.10 | 16.2 | — | — | — | — | 24.8 | |
| LISA-Llama2-13Bw/o SAM=false, TFLOPS=10.242023.12 | 14.4 | 27.5 | 38.5 | 10.9 | 25.6 | 28.4 | |
| LISA-7Bw/o SAM=false, TFLOPS=7.162023.12 | 12.8 | 24.7 | 36.5 | 9.6 | 24.5 | 27.1 | |
| LISA-7Bw/o SAM=false2025.10 | 12.8 | — | — | — | — | 27.1 | |
| SEEMTFLOPS=0.432023.12 | 11.7 | 23.6 | 24.9 | 8.5 | 13.2 | 15.7 | |
| SEEMw/o SAM=true2025.10 | 11.7 | — | — | — | — | 15.7 |