Panoramic Semantic Segmentation on Stanford2D3D Spin-to-SPan (test)
70.38mIoUDAPASS (w/ b2)
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DAPASS (w/ b2)Source-Free (SF)=true, Backbone=SegFormer-B22026.03 | 70.38 | 89.59 | 64.81 | 53.33 | 94.55 | 46.76 | 73.9 | 83.03 | 57.08 | 15.62 | |
| DAPASS (w/ b1)Source-Free (SF)=true, Backbone=SegFormer-B12026.03 | 69.56 | 89.64 | 65.5 | 45.83 | 94.16 | 47.07 | 75.96 | 81.93 | 56.39 | 14.8 | |
| 360SFUDA++ w/ b2Source-Free (SF)=true, Backbone=SegFormer-B22026.03 | 68.84 | 85.5 | 57.59 | 53.15 | 87.4 | 53.63 | 66.49 | 80.23 | 66.75 | — | |
| Trans4PASS+ w/ MPASource-Free (SF)=false, MPA=true2026.03 | 67.16 | 90.04 | 64.04 | 42.89 | 91.74 | 38.34 | 71.45 | 81.24 | 57.54 | — | |
| 360SFUDA++ w/ b1Source-Free (SF)=true, Backbone=SegFormer-B12026.03 | 66.54 | 86.28 | 58.25 | 36.04 | 87.99 | 48.74 | 65.44 | 77.82 | 71.78 | — | |
| Trans4PASS w/ MPASource-Free (SF)=false, MPA=true2026.03 | 64.52 | 85.08 | 58.72 | 34.97 | 91.12 | 46.25 | 71.72 | 77.58 | 50.75 | — | |
| Trans4PASS+Source-Free (SF)=false2026.03 | 63.73 | 90.63 | 62.3 | 24.79 | 92.62 | 35.73 | 73.16 | 78.74 | 51.78 | — | |
| PVT-S w/ MPASource-Free (SF)=false, Backbone=PVT-S, MPA=true2026.03 | 57.95 | 85.85 | 51.76 | 18.39 | 90.78 | 35.93 | 65.43 | 75 | 40.43 | — | |
| PVT-SSource-Free (SF)=false, Backbone=PVT-S2026.03 | 57.71 | 85.69 | 51.71 | 18.54 | 90.78 | 34.76 | 65.34 | 74.87 | 39.98 | — | |
| SFDASource-Free (SF)=true2026.03 | 54.76 | 79.44 | 33.2 | 52.09 | 67.36 | 22.54 | 53.64 | 69.38 | 60.46 | — |