Semantic Segmentation on Stanford2D3D
67.16mIoUTrans4PASS+ w/ MPA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Trans4PASS+ w/ MPASource-Free=false2024.03 | 67.16 | — | 90.04 | 64.04 | 42.89 | 91.74 | 38.34 | 71.45 | 81.24 | 57.54 | — | |
| 360SFUDA (Ours w/ b2)Source-Free=true, Backbone=SegFormer-B22024.03 | 65.75 | — | 82.88 | 38 | 65.81 | 86.71 | 36.32 | 66.1 | 80.29 | 69.88 | 10.99 | |
| Trans4PASS w/ MPASource-Free=false2024.03 | 64.52 | — | 85.08 | 58.72 | 34.97 | 91.12 | 46.25 | 71.72 | 77.58 | 50.75 | — | |
| Trans4PASS+Source-Free=false2024.03 | 63.73 | — | 90.63 | 62.3 | 24.79 | 92.62 | 35.73 | 73.16 | 78.74 | 51.78 | — | |
| PVT-S w/ MPASource-Free=false2024.03 | 57.95 | — | 85.85 | 51.76 | 18.39 | 90.78 | 35.93 | 65.43 | 75 | 40.43 | — | |
| 360SFUDA (Ours w/ b1)Source-Free=true, Backbone=SegFormer-B12024.03 | 57.63 | — | 73.81 | 29.98 | 63.65 | 73.49 | 31.76 | 49.25 | 72.89 | 66.22 | 2.87 | |
| Ours-B5GFLOPs=154.37, MParams=106.192025.12 | 55.83 | — | — | — | — | — | — | — | — | — | — | |
| Ours-B4GFLOPs=79.34, MParams=67.112025.12 | 55.21 | — | — | — | — | — | — | — | — | — | — | |
| SFDASource-Free=true2024.03 | 54.76 | — | 79.44 | 33.2 | 52.09 | 67.36 | 22.54 | 53.64 | 69.38 | 60.46 | — | |
| Ours-B3GFLOPs=68.35, MParams=51.212025.12 | 54.66 | — | — | — | — | — | — | — | — | — | — | |
| Ours-B2GFLOPs=37.03, MParams=27.592025.12 | 53.98 | — | — | — | — | — | — | — | — | — | — | |
| Ours-B2GFLOPs=37.03, MParams=27.592025.12 | 53.98 | — | — | — | — | — | — | — | — | — | — | |
| Ours-LGFLOPs=50.54, MParams=60.862025.12 | 53.75 | — | — | — | — | — | — | — | — | — | — | |
| Ours-MGFLOPs=34.51, MParams=43.72025.12 | 52.57 | — | — | — | — | — | — | — | — | — | — | |
| Ours-B1GFLOPs=21.99, MParams=14.872025.12 | 51.55 | — | — | — | — | — | — | — | — | — | — | |
| Ours-SGFLOPs=20, MParams=23.982025.12 | 50.17 | — | — | — | — | — | — | — | — | — | — | |
| Ours-TGFLOPs=10.5, MParams=12.722025.12 | 47.11 | — | — | — | — | — | — | — | — | — | — | |
| PanelNetInput=RGB2023.05 | 46.3 | 58.7 | — | — | — | — | — | — | — | — | — | |
| Tran4Tran-MGFLOPs=34.38, MParams=43.652025.12 | 45.73 | — | — | — | — | — | — | — | — | — | — | |
| Trans4Trans-MGFLOPs=34.38, MParams=43.652025.12 | 45.73 | — | — | — | — | — | — | — | — | — | — | |
| Trans4Trans-SGFLOPs=19.92, MParams=23.952025.12 | 44.47 | — | — | — | — | — | — | — | — | — | — | |
| Trans2Seg-MGFLOPs=40.98, MParams=30.532025.12 | 43.83 | — | — | — | — | — | — | — | — | — | — | |
| Trans2Seg-MGFLOPs=40.98, MParams=30.532025.12 | 43.83 | — | — | — | — | — | — | — | — | — | — | |
| HoHoNetInput=RGB-D2023.05 | 43.3 | 53.9 | — | — | — | — | — | — | — | — | — | |
| Trans2Seg-SGFLOPs=30.26, MParams=27.982025.12 | 42.91 | — | — | — | — | — | — | — | — | — | — | |
| PVT-MGFLOPs=49.00, MParams=56.202025.12 | 42.49 | — | — | — | — | — | — | — | — | — | — | |
| PVT-MGFLOPs=49, MParams=56.22025.12 | 42.49 | — | — | — | — | — | — | — | — | — | — | |
| Trans2Seg-TGFLOPs=16.96, MParams=17.872025.12 | 42.07 | — | — | — | — | — | — | — | — | — | — | |
| PVT-SGFLOPs=19.58, MParams=24.362025.12 | 41.89 | — | — | — | — | — | — | — | — | — | — | |
| TangentImgInput=RGB-D2023.05 | 41.8 | 54.9 | — | — | — | — | — | — | — | — | — | |
| Trans4Trans-TGFLOPs=10.45, MParams=12.712025.12 | 41.28 | — | — | — | — | — | — | — | — | — | — | |
| PVT-TGFLOPs=10.16, MParams=13.112025.12 | 41 | — | — | — | — | — | — | — | — | — | — |