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Batch incremental 3D object detection on ScanNet V2 (val)

72.85mAP@0.25 (Base)FI3Det
26.51838.546550.57562.6035Apr 9, 2026

Evaluation results

MethodLinks
FI3DetN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0472.8535.5870.78
FI3DetN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0472.8438.4870.94
BaselineN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0472.77——
BaselineN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0472.77——
ImprintingN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0472.776.5239.64
ImprintingN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0472.777.139.94
FI3DetN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0472.2830.2351.26
FI3DetN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0472.2730.8151.54
VLM-vanillaN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0471.817.568.24
VLM-vanillaN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0471.8114.0968.6
VLM-vanillaN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0471.7917.1244.45
VLM-vanillaN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0471.7816.7244.25
AIC3DODN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0471.668.9440.3
BaselineN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0471.47——
BaselineN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0471.47——
ImprintingN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0471.471.8167.62
ImprintingN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0471.470.2367.72
AIC3DODN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0470.544.5966.88
AIC3DODN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0469.9715.4342.7
IL-DETRN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0469.780.0365.91
SDCOT++N-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0467.750.0563.99
AIC3DODN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=1-shot2026.0467.440.0763.69
IL-DETRN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0467.0513.8240.43
IL-DETRN-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0465.776.0235.9
IL-DETRN-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0465.630.3562
SDCOT++N-way (evaluation protocol)=1-way, K-shot (evaluation protocol)=5-shot2026.0462.120.0958.68
SDCOT++N-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=1-shot2026.0435.871.3518.61
SDCOT++N-way (evaluation protocol)=9-way, K-shot (evaluation protocol)=5-shot2026.0428.37.7718.03