Anomaly Detection on BraTS 2018 (test)

94.82AUROC (Image)AnyAD

Evaluation results

Method
AnyAD2025.12	94.82	99.21	94.72	78.83	88.81	73.69	87.96
AnyAD2025.12	94.81	99.21	94.7	78.8	88.81	73.49	87.52
AnyAD2025.12	94.79	99.21	94.68	78.6	88.41	73.44	87.48
AnyAD2025.12	94.78	99.21	94.69	78.86	88.77	73.53	87.46
INPFormer2025.12	94.75	99.11	94.36	78.86	86.87	69.5	85.76
INPFormer2025.12	94.73	99.03	94.35	76.6	88.51	72.3	86.22
AnyAD2025.12	94.73	99.22	94.54	78.81	88.62	73.51	87.6
AnyAD2025.12	94.72	99.21	94.38	78.98	88.52	73.59	87.49
AnyAD2025.12	94.62	99.2	94.33	78.86	88.56	73.52	87.57
AnyAD2025.12	94.58	99.39	94.29	78.72	88.49	73.3	87.68
INPFormer2025.12	94.52	99.03	94.24	76.41	87.69	71.36	85.96
INPFormer2025.12	94.26	98.9	94.13	76.41	87.3	71.57	85.31
INPFormer2025.12	93.83	99.01	93.69	76.09	87.36	71.51	85.55
INPFormer2025.12	93.76	98.89	93.58	75.1	86.74	69.85	85.01
INPFormer2025.12	93.63	98.77	93.36	73.23	86.44	68.77	85.21
ReContrast2025.12	92.93	98.88	93.23	72.96	87.85	85.72	85.72
RD4AD2025.12	92.69	97.83	92.74	49.87	66.67	16.46	79.05
ReContrast2025.12	92.33	98.3	89.89	59.05	87.02	61.01	84.26
skipTS2025.12	92.13	98.26	90.25	46.64	91.18	51.26	79.21
ReContrast2025.12	91.88	98.65	91.18	66.24	85.57	64.32	86.28
skipTS2025.12	91.73	98.3	90.81	49.81	91.27	52.95	78.34
INPFormer2025.12	90.6	98.37	90.92	67.12	82.98	63.91	81.06
skipTS2025.12	89.26	97.8	87.49	44.42	88.37	48.76	75.65
ReContrast2025.12	89.24	96.62	89.45	40.78	82.7	44.57	84.56
RD4AD2025.12	89.1	97.71	87.73	44.15	76.9	48.84	76.85
ReContrast2025.12	87.52	97.57	86.77	53.69	81.97	57.62	81.23
RD4AD2025.12	86.71	97.42	84.93	41.38	72.53	43.16	78
ReContrast2025.12	86.55	97.92	87.19	57.15	80.15	58.56	78.32
DAE2025.12	86.04	95.77	87.83	27.14	78.35	35.9	57.44
DAE2025.12	85.34	96.9	86.61	35.73	77.34	42.43	58.12
DAE2025.12	84.99	95.98	85.99	41.58	73.97	45.6	57.56
DAE2025.12	84.04	96.72	83.83	32.46	77.93	40.79	58.01
STFPM2025.12	83.93	95.81	76.8	25.25	81.22	33.83	79.29
skipTS2025.12	83.6	97.16	81.55	38.3	82.56	44.14	73.46
ReContrast2025.12	83.17	97.41	81.16	48.56	78.29	51.04	77.15
STFPM2025.12	82.08	96.32	79.27	26.42	77.63	35.3	82.93
skipTS2025.12	81.94	97.64	78.26	38.44	80.06	46.14	73.97
RD4AD2025.12	81.14	96.89	79.83	38.94	71.07	35.2	74.83
DAE2025.12	80.87	94.15	81.15	27.88	75.05	34.79	56.39
RD4AD2025.12	80.67	97.28	81.41	42.95	71.61	47.01	76.2
DAE2025.12	79.53	93.47	78.65	24.56	75.36	32.25	55.92
ESCK-DRKD2025.12	79	88.89	77.22	6.35	75.42	13.39	57.72
ESCK-DRKD2025.12	78.71	83.89	76.3	4.19	75.04	9.38	54.46
skipTS2025.12	78.57	96.44	76.52	32.56	77.53	38.26	70.14
DAE2025.12	78.01	92.93	76.93	22.52	72.96	30.4	55.63
RD4AD2025.12	77.64	95.61	74.45	27.66	73.53	34.19	72.12
MMRAD2025.12	77.26	91.49	79.67	7.91	71.56	15.48	57.5
ReContrast2025.12	76.57	95.24	75.29	31.09	72.21	38.14	72.32
skipTS2025.12	76.54	95.71	75.3	28.8	75.91	35.78	67.37
STFPM2025.12	76.52	94.79	71.97	19.36	74.74	28.06	76.22
ESCK-DRKD2025.12	76.49	86.95	72.16	5.38	75.72	10.5	56.48
ESCK-DRKD2025.12	76.44	84.39	74.91	4.25	74.05	9.52	54.81
AE-Flow2025.12	76.37	89.85	75.16	9.5	74.12	13.45	59.64
AE-Flow2025.12	76.09	88.53	72.46	6.08	73.96	11.8	55.85
STFPM2025.12	75.71	96.69	71.79	29.28	72.67	37.37	78.15
skipTS2025.12	75.03	95.99	72.24	27.46	73.61	35.8	69.55
ESCK-DRKD2025.12	74.59	87.07	72.93	5.94	72.75	12.45	56.55
ESCK-DRKD2025.12	74.57	84.23	72.05	4.2	73.29	9.58	54.71
AE-Flow2025.12	73.59	85.21	74.08	5.18	70.3	10.25	54.96
STFPM2025.12	73.49	94.8	70.06	18.48	73.6	27.79	75.87
MMRAD2025.12	73.33	89.39	76.46	6.18	70.77	13.8	55.32
AE-Flow2025.12	73.32	88.46	70.31	6.25	71.66	11.88	59.27
MMRAD2025.12	73.06	88.45	75.06	5.18	70.35	10.28	53.86
MMRAD2025.12	72.87	86.98	74.75	8.48	69.5	15.51	53.64
RD4AD2025.12	72.82	97.41	70.35	43.72	68.5	30.21	72.1
MMRAD2025.12	72.77	86.49	74.73	7.47	68.17	15.25	54.63
MMRAD2025.12	72.32	88.66	74.7	7.16	68.9	15.19	53.74
AE-Flow2025.12	72.31	85.73	71.28	6.01	71.93	11.08	52.2
STFPM2025.12	71.94	93.88	68.08	14.53	73.51	22.85	71.78
MMRAD2025.12	71.04	83.19	72.18	4.05	68.26	9.52	50.26
AE-Flow2025.12	70.53	89.69	67.96	7.01	71.63	13.28	59.23
MMRAD2025.12	70.34	81.21	70.47	21.39	68.51	29.02	50.16
GatingAno2025.12	70.12	89.14	73.16	5.94	70.88	11.01	53.29
AE-Flow2025.12	69.91	75.16	72.61	2.85	71.52	7.14	30.3
GatingAno2025.12	68.55	86.21	70.97	7.77	70.62	14.89	64.93
ESCK-DRKD2025.12	68.54	90.93	68.58	9.03	68.31	18.08	59.07
GatingAno2025.12	68.51	82.93	68.95	5.98	71.19	11.45	45.1
GatingAno2025.12	68.4	66.4	67.73	3.75	73.14	9.69	34.44
ESCK-DRKD2025.12	68.38	90.19	69.3	8.15	67.44	16.72	58.58
RD4AD2025.12	68.33	94.96	67.2	22.83	67.74	26.52	69.48
DAE2025.12	68.11	87.26	68.23	11.2	69.44	16.16	52.06
GatingAno2025.12	67.71	78.65	69.95	6.74	71.23	13.06	54.56
GatingAno2025.12	66.94	85.4	70.93	8.02	72.35	14.74	64.26
AE-Flow2025.12	66.36	83.23	66.36	5.23	70.34	9.74	46.15
GatingAno2025.12	66.26	47.3	71.59	4.42	69.59	9.38	48.1
GatingAno2025.12	65.16	93.18	66.34	11.31	70.82	20.28	71.78
STFPM2025.12	63.62	92.94	60.54	11.81	68.35	19.65	70.51
STFPM2025.12	60.67	93.2	61.94	12.69	67.08	17.44	72.23