Incremental Few-Shot 3D Segmentation on S3DIS 1.0 (Area 1,2,3,4,6 (base), Area 5 (test))
73.62mIoUJT (Oracle)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| JT (Oracle)K=52026.03 | 73.62 | 81.57 | 64.34 | 71.94 | — | — | |
| JT (Oracle)K=12026.03 | 73.62 | 81.57 | 64.34 | 71.94 | — | — | |
| SCOPEK=52026.03 | 59.41 | 73.44 | 43.03 | 54.25 | 65.24 | -0.03 | |
| GWVenue=ICCV’23, K=52026.03 | 57.71 | 73.38 | 39.42 | 51.29 | 63.69 | 0.04 | |
| CAPLVenue=CVPR’22, K=52026.03 | 55.52 | 73.11 | 35.01 | 47.27 | 63.69 | 0.64 | |
| SCOPEK=12026.03 | 55.36 | 73.39 | 34.32 | 46.73 | 63.02 | 0.02 | |
| GWVenue=ICCV’23, K=12026.03 | 51.73 | 73.25 | 26.62 | 39.02 | 61.15 | 0.17 | |
| CAPLVenue=CVPR’22, K=12026.03 | 49.16 | 73.09 | 21.25 | 32.79 | 60.89 | 0.64 | |
| PIFSVenue=BMVC’21, K=52026.03 | 40.68 | 49.96 | 29.86 | 37.38 | 53.84 | 24.93 | |
| PIFSVenue=BMVC’21, K=12026.03 | 36.13 | 50.5 | 19.36 | 27.99 | 52.19 | 24.38 | |
| HIPOVenue=CVPR’25, K=52026.03 | 27.73 | 38 | 18.36 | 24.76 | 42.01 | 35.96 | |
| AttMPTIVenue=CVPR’21, K=52026.03 | 25.83 | 34.82 | 15.75 | 21.7 | 40.7 | 38.59 | |
| HIPOVenue=CVPR’25, K=12026.03 | 23.34 | 30.38 | 16.34 | 21.25 | 39.8 | 42.57 | |
| GUAVenue=CVPR’23, K=52026.03 | 20.18 | 29.3 | 11.43 | 16.45 | 36.61 | 44.53 | |
| EWCVenue=PNAS’17, K=52026.03 | 19.48 | 35.56 | 0.73 | 1.44 | 44.78 | 40.09 | |
| AttMPTIVenue=CVPR’21, K=12026.03 | 18.98 | 25.02 | 12.49 | 16.66 | 37.67 | 48.81 | |
| CLIMB-3DVenue=BMVC’25, K=52026.03 | 17.71 | 31.37 | 1.76 | 3.32 | 41.72 | 44.27 | |
| EWCVenue=PNAS’17, K=12026.03 | 13.74 | 20.66 | 1.64 | 3 | 37.85 | 54.98 | |
| LwFVenue=TPAMI’17, K=52026.03 | 12.66 | 20.29 | 3.76 | 6.35 | 37.55 | 55.36 | |
| GUAVenue=CVPR’23, K=12026.03 | 9.84 | 15.41 | 5.57 | 8.19 | 29.52 | 58.42 | |
| LwFVenue=TPAMI’17, K=12026.03 | 7.89 | 12.61 | 2.39 | 4.02 | 28.44 | 63.04 | |
| CLIMB-3DVenue=BMVC’25, K=12026.03 | 7.24 | 12.77 | 0.79 | 1.49 | 30.98 | 68.4 | |
| FinetuningK=52026.03 | 2.25 | 3.26 | 1.07 | 1.61 | 24.57 | 65.55 | |
| FinetuningK=12026.03 | 0.52 | 0.06 | 1.06 | 0.11 | 22.88 | 75.58 |