Batch incremental 3D object detection on ScanNet V2 (val)
72.85mAP@0.25 (Base)FI3Det
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FI3DetN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 72.85 | 35.58 | 70.78 | |
| FI3DetN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 72.84 | 38.48 | 70.94 | |
| BaselineN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 72.77 | — | — | |
| BaselineN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 72.77 | — | — | |
| ImprintingN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 72.77 | 6.52 | 39.64 | |
| ImprintingN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 72.77 | 7.1 | 39.94 | |
| FI3DetN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 72.28 | 30.23 | 51.26 | |
| FI3DetN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 72.27 | 30.81 | 51.54 | |
| VLM-vanillaN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 71.81 | 7.5 | 68.24 | |
| VLM-vanillaN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 71.81 | 14.09 | 68.6 | |
| VLM-vanillaN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 71.79 | 17.12 | 44.45 | |
| VLM-vanillaN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 71.78 | 16.72 | 44.25 | |
| AIC3DODN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 71.66 | 8.94 | 40.3 | |
| BaselineN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 71.47 | — | — | |
| BaselineN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 71.47 | — | — | |
| ImprintingN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 71.47 | 1.81 | 67.62 | |
| ImprintingN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 71.47 | 0.23 | 67.72 | |
| AIC3DODN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 70.54 | 4.59 | 66.88 | |
| AIC3DODN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 69.97 | 15.43 | 42.7 | |
| IL-DETRN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 69.78 | 0.03 | 65.91 | |
| SDCOT++N-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 67.75 | 0.05 | 63.99 | |
| AIC3DODN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.04 | 67.44 | 0.07 | 63.69 | |
| IL-DETRN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 67.05 | 13.82 | 40.43 | |
| IL-DETRN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 65.77 | 6.02 | 35.9 | |
| IL-DETRN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 65.63 | 0.35 | 62 | |
| SDCOT++N-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.04 | 62.12 | 0.09 | 58.68 | |
| SDCOT++N-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.04 | 35.87 | 1.35 | 18.61 | |
| SDCOT++N-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.04 | 28.3 | 7.77 | 18.03 |