Semantic Segmentation on UCSD Mosaics
88.44mPASSeg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSegSparse Points=300, Time per Image (s)=6.18 (±1.5)2025.10 | 88.44 | 75.4 | 88.59 | 86.04 | |
| D+NNSparse Points=300, Time per Image (s)=4.50 (±0.1)2025.10 | 85.03 | 74.57 | 84.99 | 82.69 | |
| SSeg-SAM2OnlySparse Points=300, Time per Image (s)=5.14 (±1.7)2025.10 | 84.55 | 74.09 | 84.49 | 82.51 | |
| PLAS-Ens.Sparse Points=300, Time per Image (s)=1.22 (±0.1)2025.10 | 83.87 | 74.27 | 83.75 | 81.41 | |
| Dense GTPoints / Img=262,1442025.10 | 68.51 | 57.87 | — | — | |
| SSegSparse Points=25, Time per Image (s)=2.23 (±0.3)2025.10 | 67.73 | 50.55 | 67.41 | 59.85 | |
| CoralSCOPSparse Points=300, Time per Image (s)=0.71 (±0.1)2025.10 | 67.7 | 52.57 | 67.82 | 59.74 | |
| D+NNSparse Points=25, Time per Image (s)=4.48 (±0.1)2025.10 | 66.16 | 51.85 | 65.8 | 59.11 | |
| SSegPoints / Img=252025.10 | 61.66 | 49.15 | — | — | |
| PLAS-Ens.Sparse Points=25, Time per Image (s)=1.14 (±0.1)2025.10 | 61.27 | 44.78 | 60.77 | 52.55 | |
| D+NN-ActivePoints / Img=252025.10 | 60.61 | 46.85 | — | — | |
| CoralSCOPSparse Points=25, Time per Image (s)=0.11 (±0.1)2025.10 | 55.61 | 45.25 | 54.99 | 49.58 | |
| SSeg-SAM2OnlySparse Points=25, Time per Image (s)=0.67 (±0.1)2025.10 | 53.96 | 49.74 | 52 | 51.11 | |
| PLAS-DynamicPointsPoints / Img=252025.10 | 53.8 | 41.02 | — | — | |
| PLAS-RandomPoints / Img=252025.10 | 45.79 | 35.39 | — | — |