Anomaly Detection on ShanghaiTech (test)
47.73RBDCMethod [54] + [10]
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Method [54] + [10]Type=Object-centric, FPS=202023.06 | 47.73 | — | — | 85.68 | |
| Madan et al. + Bărbălău et al.Type=Object-centric, FPS=202022.11 | 47.73 | — | — | 85.68 | |
| Liu et al. [10]Type=Object-centric, FPS=202023.06 | 47.14 | — | — | 85.61 | |
| Bărbălău et al.Type=Object-centric, FPS=202022.11 | 47.14 | — | — | 85.61 | |
| Method [54] + [49]Type=Object-centric, FPS=102023.06 | 45.86 | — | — | 84.69 | |
| Madan et al. + Liu et al.Type=Object-centric, FPS=102022.11 | 45.86 | — | — | 84.69 | |
| Method [69] + [49]Type=Object-centric, FPS=102023.06 | 45.45 | — | — | 84.5 | |
| Ristea et al. + Liu et al.Type=Object-centric, FPS=102022.11 | 45.45 | — | — | 84.5 | |
| Method [49]Type=Object-centric, FPS=122023.06 | 44.41 | — | — | 83.86 | |
| Liu et al.Type=Object-centric, FPS=122022.11 | 44.41 | — | — | 83.86 | |
| Method [26]Type=Object-centric, FPS=512023.06 | 42.8 | — | — | 83.9 | |
| Georgescu et al.Type=Object-centric, FPS=512022.11 | 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]Type=Object-centric, FPS=242023.06 | 41.34 | — | — | 78.79 | |
| Georgescu et al.Type=Object-centric, FPS=242022.11 | 41.34 | — | — | 78.79 | |
| Method [69] + [27]Type=Object-centric, FPS=312023.06 | 40.55 | — | — | 83.46 | |
| Ristea et al. + Georgescu et al.Type=Object-centric, FPS=312022.11 | 40.55 | — | — | 83.46 | |
| Method [54] + [27]Type=Object-centric, FPS=312023.06 | 40.52 | — | — | 81.93 | |
| Madan et al. + Georgescu et al.Type=Object-centric, FPS=312022.11 | 40.52 | — | — | 81.93 | |
| AED-MAEType=Frame or cube level, FPS=16552023.06 | 26.42 | — | — | 66.67 | |
| Ionescu et al.recomputed_by_current_paper=true2020.08 | 20.65 | 78.7 | 84.9 | 44.54 | |
| Ionescu et al.citation=[6]2020.08 | 20.65 | 78.7 | 84.9 | 44.54 | |
| Method [36]Type=Object-centric2023.06 | 20.65 | — | — | 44.54 | |
| Ionescu et al.Type=Object-centric2022.11 | 20.65 | — | — | 44.54 | |
| fast-aedType=Frame or cube level, FPS=14802022.11 | 19.34 | — | — | 63.64 | |
| Method [54] + [47]Type=Frame or cube level, FPS=262023.06 | 19.13 | — | — | 61.65 | |
| Madan et al. + Liu et al.Type=Frame or cube level, FPS=262022.11 | 19.13 | — | — | 61.65 | |
| Method [69] + [47]Type=Frame or cube level, FPS=262023.06 | 18.51 | — | — | 60.22 | |
| Ristea et al. + Liu et al.Type=Frame or cube level, FPS=262022.11 | 18.51 | — | — | 60.22 | |
| Liu et al.recomputed_by_current_paper=true2020.08 | 17.03 | 72.8 | 80.6 | 54.23 | |
| Liu et al.citation=[11]2020.08 | 17.03 | 72.8 | 80.6 | 54.23 | |
| Method [47]Type=Frame or cube level, FPS=282023.06 | 17.03 | — | — | 54.23 | |
| Liu et al.Type=Frame or cube level, FPS=282022.11 | 17.03 | — | — | 54.23 | |
| Dong et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 73.7 | 73.7 | — | |
| Dong et al.2020.08 | — | 73.7 | 73.7 | — | |
| Doshi et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 71.6 | 71.6 | — | |
| Doshi et al.2020.08 | — | 71.6 | 71.6 | — | |
| Hasan et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 60.9 | 60.9 | — | |
| Hasan et al.2020.08 | — | 60.9 | 60.9 | — | |
| Lee et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 76.2 | 76.2 | — | |
| Lee et al.citation=[9]2020.08 | — | 76.2 | 76.2 | — | |
| Luo et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 68 | 68 | — | |
| Luo et al.2020.08 | — | 68 | 68 | — | |
| Park et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 72.8 | 72.8 | — | |
| Park et al.2020.08 | — | 72.8 | 72.8 | — | |
| Sultani et al.AUC_reporting_mode=unspecified (reported in middle), recomputed_by_current_paper=true2020.08 | — | 76.5 | 76.5 | — | |
| Sultani et al.2020.08 | — | 76.5 | 76.5 | — | |
| Sun et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 74.7 | 74.7 | — | |
| Sun et al.2020.08 | — | 74.7 | 74.7 | — | |
| Tang et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 73 | 73 | — | |
| Tang et al.2020.08 | — | 73 | 73 | — | |
| Wang et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 79.3 | 79.3 | — | |
| Wang et al.2020.08 | — | 79.3 | 79.3 | — | |
| Yu et al.AUC_reporting_mode=unspecified (reported in middle)2020.08 | — | 74.8 | 74.8 | — | |
| Yu et al.2020.08 | — | 74.8 | 74.8 | — |