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Anomaly Segmentation on STU (val)

97.85AUROC

Ours

Updated 1d ago

Evaluation Results

Method	Links
Ours 2025.11		97.85	9.6	10.68	49.34	78.89	13.46	38.93	10.62
UEM* 2025.11		95.8	26.37	6.78	47.72	79.24	12.49	37.81	9.9
LIDO 2026.04		95.05	34.86	27.53	31.92	74.82	28.38	23.88	21.23
MinkowskiNet + Deep Ensemble 2026.04		93.32	29.67	2.72	39.88	78.4	2.01	31.27	1.57
MinkowskiNet + MC Dropout 2026.04		91.98	35.64	1.41	35.25	75.83	1.35	26.73	1.02
Mask4Former3D + Deep Ensemble 2026.04		90.93	37.34	6.94	17.7	79.96	9.1	14.15	7.27
Deep Ensemble 2025.11		90.93	37.34	6.94	17.7	79.96	9.1	14.15	7.27
MinkowskiNet + Max Logit 2026.04		90.92	43.49	0.97	-	-	-	-	-
Mask4Former3D + Void Classifier 2026.04		89.77	79.5	2.62	17.35	81.27	8.98	14.1	7.3
Void Classifier 2025.11		89.77	79.5	2.62	17.35	81.27	8.98	14.1	7.3
Mask4Former3D + Max Logit 2026.04		87.27	68.76	2.02	26.64	79.26	2.06	21.12	1.63
Max Logit 2025.11		87.27	68.76	2.02	26.64	79.26	2.06	21.12	1.63
Mask4Former3D + RbA 2026.04		73	100	1.64	21.84	78.58	2.75	17.16	2.16
RbA 2025.11		73	100	1.64	21.84	78.58	2.75	17.16	2.16
MinkowskiNet + Void Classifier 2026.04		70.24	100	0.11	-	-	-	-	-
Mask4Former3D + MC Dropout 2026.04		65.76	79.82	0.17	3.54	74.36	3.48	2.63	2.59
MC Dropout 2025.11		65.76	79.82	0.17	3.54	74.36	3.48	2.63	2.59
MinkowskiNet + RbA 2026.04		53.93	92.07	0.05	4.76	88.49	0.26	4.21	0.23