Model-based 6D detection of unseen objects – BOP-Industrial

This leaderbord shows the overall ranking for Model-based 6D detection of unseen objects on BOP-Industrial (IPD, XYZ-IBD, ITODD-MV). For each method, the date of the latest considered submission is reported. If more submissions of a method are available for a dataset, the submission with the highest APIndustrial score is considered. The reported time is the average image processing time averaged over the core datasets.

Date (UTC) Method Views Test image APIndustrial APIPD APXYZ-IBD APITODD-MV Time (s)
2024-09-26 FreeZeV2 (SAM6D, Coarse-to-Fine) single RGB-D 0.573
2025-09-30 FRTPose-WAPR.v2(MUSE) Single RGB-D 0.697
2024-11-28 Co-op (CNOS, 1 Hypo) Single RGB 0.465
2025-09-30 FRTPose-WAPR.v2(Default Detection) Single RGB-D 0.714 0.608 0.744 0.790 89.451
2024-11-28 Co-op (F3DT2D, 5 Hypo) Single RGB 0.504
2024-11-28 Co-op (F3DT2D, Coarse, RGBD) Single RGB-D 0.576
2025-10-01 FRTPose-WAPR.v2(SAM6D / MUSE) Single RGB-D 0.610 0.537 0.593 0.700 0.968
2024-09-13 GigaPose+GenFlow (RGBD) Single RGB-D 0.447
2024-11-29 FreeZeV2.1 single RGB-D 0.769
2025-10-01 FRTPose-WAPR.v2(Multi View) Multi RGB-D 0.834 0.926 0.744 0.831 161.486
2025-10-01 FRTPose-WAPR.v2(Multi 2D Detections) Single RGB-D 0.790
2025-11-14 3PT-Pose (Nov 2025) Multi RGB 0.881 0.984 0.816 0.844 30.544
2024-11-24 FRTPose.v1 (SAM6D-FastSAM) Single RGB-D 0.773
2025-06-12 FoundationPose(CNOS-SAM) Single RGB-D 0.495 0.408 0.564 0.512 21.823
2024-12-09 FRTPose.v1 (SAM6D-FastSAM, NIDS, ... single RGB-D 0.777
2024-11-24 FRTPose.v1 (MUSE) Single RGB-D 0.755
2024-09-20 GigaPose+GenFlow (5 hypothesis) single RGB 0.425
2024-09-18 GigaPose+GenFlow+kabsch (5 hypoth... single RGB-D 0.525
2025-10-01 mask matcher Multi RGB-D 0.496
2024-11-24 FRTPose.v1 (Default Detections) Single RGB-D 0.770
2024-11-28 Co-op (CNOS, Coarse, RGBD) single RGB-D 0.560
2025-06-01 FRTPose-WAPR(Default Detection) Single RGB-D 0.680 0.583 0.674 0.782 107.982
2025-10-01 3PT-Pose-Industrial (f.k.a. IPT) Multi RGB 0.850 0.923 0.792 0.833 515.798
2025-05-26 FRTPose-WAPR(Multi 2D Detections) Single RGB-D 0.782
2025-05-30 FRTPose-WAPR(SAM6D / MUSE) Single RGB-D 0.562 0.481 0.516 0.688 0.894
2025-06-01 FRTPose-WAPR(Multi Cam) Multi RGB-D 0.792 0.918 0.678 0.782 228.933
2025-05-31 FreeZeV2.2 Single RGB-D 0.617 0.439 0.636 0.775 16.829
2024-09-27 GigaPose + GenFlow Single RGB 0.367
2025-05-22 FRTPose-WAPR(MUSE) Single RGB-D 0.688
2025-07-28 MatchU Single RGB-D 0.510 0.520 0.529 0.480
2024-11-28 Co-op (F3DT2D, 5 Hypo, RGBD) Single RGB-D 0.627
2024-11-28 Co-op (CNOS, 1 Hypo, RGBD) Single RGB-D 0.575
2024-11-29 Co-op (CNOS, 5 Hypo, RGBD) Single RGB-D 0.604
2024-11-29 Co-op (CNOS, 5 Hypo) Single RGB 0.483
2025-06-11 SAM6D(SAM) Single RGB-D 0.529 0.415 0.578 0.595 2.923
2025-11-03 WAPR.v2(Multi 2D Detections) Single RGB-D 0.793
2025-11-02 WAPR.v2(MUSE) Single RGB-D 0.704
2024-09-20 FreeZeV2 (SAM6D) single RGB-D 0.617
2025-11-02 WAPR.v2 (Default Detections) Single RGB-D 0.776
2024-09-18 GigaPose-CVPR24 single RGB 0.149
2024-11-28 Co-op (CNOS, Coarse) Single RGB 0.388

Tip: Hover over the numbers to see more decimal places.

Latest submissions to this leaderboard: