Point-level Anomaly Detection on Anomaly-ShapeNet benchmark leaderboard · SOTA2 Research

Point-level Anomaly Detection on Anomaly-ShapeNet

96.2Ashtray-0 ScorePO3AD

Updated 4mo ago

Evaluation Results

Method	Links
PO3AD2026.03		96.2	94.9	91.2	84.4	88	97.8	91.4	91.8	93.5	96.7	94.1	75.5	89.9	95.7	94.8	94	86.4	90.9	93.2	97.4	82.3	90.7	87.8	94.8	93.2	84.6	87.1	81	66.3	78.3	69.2	95.5	88.2	97.8	88.4	90.2	93.7	98.2	95	95.2	89.8
MC3D-AD2026.03		80.1	81.5	89.5	88.3	90.1	82.7	53.4	60.7	78.3	65.4	55.2	79	89.5	86.7	92.2	88	88.5	82.9	71.5	85.6	66.6	70.9	74.4	58.2	81.7	60.2	84.8	85.4	65.8	52.4	53.7	87	72.6	82.2	79.7	78.6	64.7	61.6	88.5	77.6	75.9
SeDiR2026.03		76.4	89.8	91.1	89.8	94.5	86.6	70	79.5	86.9	80.6	64.6	71.7	88.4	90	97.2	94	95	87.1	84.2	74.8	70.8	68.7	81	59.6	88.5	70.1	91.1	89.1	67.9	59.7	63	84.6	72.2	85	83	88.4	76.6	77.7	90	83.5	81
Reg3D-AD2026.03		69.8	71.5	88.6	69.6	52.5	77.5	61.5	59.3	65.4	80	69.1	61.9	75.2	63.2	71.8	81.5	46.7	68.5	69.8	75.5	58	62.6	60	62.4	82.5	62	59.9	59.9	68.8	58.9	74.1	54.8	60.2	40.5	51.1	75.5	62.4	88.1	81.1	69.4	66.8
IMRNet2026.03		67.1	66.8	55.6	70.2	64.1	78.1	70.5	68.4	59.9	57.6	71.5	58.5	77.4	71.5	70.6	75.3	74.2	64.3	68.8	54.8	70.5	47.6	59.8	60.4	64.4	66.3	76.5	74.2	60.5	68.1	69.9	53.5	68.5	61.4	40.1	52.4	68.2	59.3	63.5	69.1	65
BTF(FPFH)2026.03		62.4	74.6	64.1	54.9	62.2	71	76.8	51.8	59	67.9	69.9	40.1	63.3	73	65.8	52.4	58.6	79	61.9	71.9	62	59.1	57.5	74.9	64.3	72.4	42.7	67.5	61.9	56.8	59.6	64.2	61.9	64.6	69.9	71	42.9	54	66.2	56.8	62.8
CPMF2026.03		61.5	65.5	52.1	57.1	43.5	74.5	48.8	63.5	64.1	68.3	68.4	48.6	60.1	60.1	55.1	55.3	55.1	49.7	50.9	68.9	69.9	45.8	55.5	54.2	51.5	52	61.1	54.5	78.3	45.8	65.7	45.8	48.6	58.2	58.2	51.4	65.1	50.4	52.9	54.5	57.3
PatchCore(FPFH)2026.03		59.7	57.4	65.4	68.7	51.2	52.4	53.1	62.5	32.7	72	35.8	45.9	57.1	47.2	65.3	59.5	79.5	65.5	59.6	81	58.3	46.4	54.8	48.9	45.5	73.7	47.8	48.8	61.3	73.3	76.8	65.5	45.3	72.1	43	50.5	44.7	69.3	57.5	66.3	58
M3DM2026.03		57.7	63.7	66.3	63.7	53.2	65.8	66.3	69.4	65.7	62.4	48.9	69.8	69.9	53.1	60.5	71.8	65.5	71.5	55.6	71	58.1	58.5	59.9	42.7	62.3	65.5	54.1	35.8	55.4	65.4	71.2	60.8	60.2	73.7	65.8	65.5	64.2	51.7	55.1	66.3	61.6
BTF(Raw)2026.03		51.2	43	55.1	49.1	72	52.4	46.4	42.6	68.5	56.3	51.7	61.7	68.6	52.4	68.7	46.9	37.3	63.2	56.1	63.7	57.8	47.5	50.4	44.9	60.5	70	42.3	58.3	46.4	52.7	56.4	61.8	54.9	40.3	60.2	61.3	58.5	57.8	55	56.4	55
PatchCore(PointMAE)2026.03		49.5	67.4	55.3	60.6	65.3	52.7	52.4	51.5	58.1	50.1	56.2	58.6	57.4	54.4	48.8	72.5	54.5	51	85.6	37.8	57.5	42.3	58	56.2	65.1	61.5	48.7	88.6	54.3	85.8	54.1	67.7	55.1	74.2	46.5	52.3	57.2	65.1	36.4	42.3	57.7