Anomaly Detection on Weld-4M (test) benchmark leaderboard · SOTA2 Research

Anomaly Detection on Weld-4M (test)

90.7AUCPhysic-HM

Evaluation Results

Method	Links
Physic-HM2025.12		90.7	80.7	80.6	89.3	93.5	95.9	94.9	97.2	96	80	77.1	90.8	—	99.1	97.4
Dinomaly2025.12		88	78.1	81.3	85.7	81.7	91.5	95.7	88.6	91.3	81.1	92	91.2	—	98.6	97.1
ViTAD2025.12		87.1	83.2	82.3	81	83.6	79.3	70.3	81.5	86.5	78	82.9	84.8	—	97.2	96.6
SimpleNet2025.12		86.9	86.1	85.4	83.9	86.9	81.3	50.5	82.7	89	80.5	84.8	85.9	—	97	96.5
UniAD2025.12		85.6	87.2	86.3	84.2	88	82.5	73.3	83.1	92.5	80.3	85.9	88.6	—	96.6	96
RD++2025.12		85.4	87.1	86.3	85	87.6	83.3	75.3	84.5	89.4	82	86.5	87.9	—	96.5	96.1
RealNet2025.12		85.3	87.2	86.5	85	87.9	83.6	75.4	85.1	89.6	82.3	86.9	88.2	—	97	96.5
MambaAD2025.12		85.3	89.2	88.2	86.4	89	84.7	76.2	85.9	93.3	83.5	87.5	88.9	—	88.5	88
MVAD2025.12		85.1	87.1	86.3	85	87.6	83.3	75.1	84.5	89.6	82	85.9	86.8	—	98.5	98
PatchCore2025.12		84.2	86.7	85.9	84.5	87.3	82.6	74.8	84.1	89.2	81.3	85.8	86.9	—	98.1	97.5
Reconstruct2025.12		81.5	88.7	87.4	85.9	88.5	83.8	76.3	85.1	90.4	82.6	86.9	87.9	—	97.6	97
3D-ADNAS2025.12		71.9	74.2	72.8	70.2	74	68.5	62.9	71.5	76	69.3	70.9	72.6	—	98.6	97.1
M3DM2025.12		68.2	67.6	42.4	65.6	54.5	95.9	61	74.2	59.6	97.9	50.6	99.6	—	96.8	96.4
AST2025.12		67.6	69.8	68.2	66.5	69.1	65.4	57.5	67.1	72.2	65	68.3	69.7	—	93.7	93.5
CFM2025.12		67	68.8	67.3	65.2	70	63.5	58.9	66.5	71	64.3	65.9	67.6	—	95.2	94.9
BTF2025.12		63	66.2	64.8	62.5	65.7	60.4	47.9	61.5	70.9	59.8	63.2	65	—	89.1	88.7
LateFusion-Fusion2025.12		52.8	35.4	43.1	35.4	52.6	59.7	54.7	55.3	67.9	51.6	46.2	57	—	93	96.4
LateFusion-Audio2025.12		52.2	34.8	42.4	36.7	53.2	60	52.4	54	67.8	47.5	46.1	55.7	—	91.6	95.2
LateFusion-Video2025.12		51.4	60.6	60.2	31.2	49.5	44.2	72.4	59.6	46.7	83.4	48.6	16.2	—	91.7	95.3