Anomaly Detection on ShanghaiTech (test)

47.73RBDCMethod [54] + [10]

Evaluation Results

Method
Method [54] + [10]2023.06	47.73	—	—	85.68
Madan et al. + Bărbălău et al.2022.11	47.73	—	—	85.68
Liu et al. [10]2023.06	47.14	—	—	85.61
Bărbălău et al.2022.11	47.14	—	—	85.61
Method [54] + [49]2023.06	45.86	—	—	84.69
Madan et al. + Liu et al.2022.11	45.86	—	—	84.69
Method [69] + [49]2023.06	45.45	—	—	84.5
Ristea et al. + Liu et al.2022.11	45.45	—	—	84.5
Method [49]2023.06	44.41	—	—	83.86
Liu et al.2022.11	44.41	—	—	83.86
Method [26]2023.06	42.8	—	—	83.9
Georgescu et al.2022.11	42.8	—	—	83.9
Background-Agnostic Framework2020.08	41.34	82.7	89.3	78.79
Background-Agnostic Framework2020.08	41.34	82.7	89.3	78.79
Method [27]2023.06	41.34	—	—	78.79
Georgescu et al.2022.11	41.34	—	—	78.79
Method [69] + [27]2023.06	40.55	—	—	83.46
Ristea et al. + Georgescu et al.2022.11	40.55	—	—	83.46
Method [54] + [27]2023.06	40.52	—	—	81.93
Madan et al. + Georgescu et al.2022.11	40.52	—	—	81.93
AED-MAE2023.06	26.42	—	—	66.67
Ionescu et al.2020.08	20.65	78.7	84.9	44.54
Ionescu et al.2020.08	20.65	78.7	84.9	44.54
Method [36]2023.06	20.65	—	—	44.54
Ionescu et al.2022.11	20.65	—	—	44.54
fast-aed2022.11	19.34	—	—	63.64
Method [54] + [47]2023.06	19.13	—	—	61.65
Madan et al. + Liu et al.2022.11	19.13	—	—	61.65
Method [69] + [47]2023.06	18.51	—	—	60.22
Ristea et al. + Liu et al.2022.11	18.51	—	—	60.22
Liu et al.2020.08	17.03	72.8	80.6	54.23
Liu et al.2020.08	17.03	72.8	80.6	54.23
Method [47]2023.06	17.03	—	—	54.23
Liu et al.2022.11	17.03	—	—	54.23
Dong et al.2020.08	—	73.7	73.7	—
Dong et al.2020.08	—	73.7	73.7	—
Doshi et al.2020.08	—	71.6	71.6	—
Doshi et al.2020.08	—	71.6	71.6	—
Hasan et al.2020.08	—	60.9	60.9	—
Hasan et al.2020.08	—	60.9	60.9	—
Lee et al.2020.08	—	76.2	76.2	—
Lee et al.2020.08	—	76.2	76.2	—
Luo et al.2020.08	—	68	68	—
Luo et al.2020.08	—	68	68	—
Park et al.2020.08	—	72.8	72.8	—
Park et al.2020.08	—	72.8	72.8	—
Sultani et al.2020.08	—	76.5	76.5	—
Sultani et al.2020.08	—	76.5	76.5	—
Sun et al.2020.08	—	74.7	74.7	—
Sun et al.2020.08	—	74.7	74.7	—
Tang et al.2020.08	—	73	73	—
Tang et al.2020.08	—	73	73	—
Wang et al.2020.08	—	79.3	79.3	—
Wang et al.2020.08	—	79.3	79.3	—
Yu et al.2020.08	—	74.8	74.8	—
Yu et al.2020.08	—	74.8	74.8	—