Video Anomaly Detection on Avenue (test)
93.7AUC (Micro)Attribute-based VAD (Ours)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Attribute-based VAD (Ours)Year=20242022.12 | 93.7 | — | — | — | — | 96.3 | — | — | |
| [54] + [27]Type=Object-centric, FPS=312023.06 | 93.2 | — | — | — | — | 91.8 | — | — | |
| [69] + [27]Type=Object-centric, FPS=312023.06 | 92.9 | — | — | — | — | 91.9 | — | — | |
| SSPCABYear=20222022.12 | 92.9 | — | — | — | — | 91.9 | — | — | |
| spatio-temporal predictionDetection Level=Object level, Ground Truth Configuration=Ramachandra et al. [23]2022.10 | 92.6 | 75.3 | 73.4 | — | — | 90.1 | — | — | |
| MS-VADYear=20242022.12 | 92.4 | — | — | — | — | 92.9 | — | — | |
| Georgescu et al. [8]Detection Level=Object level, Paradigm=reconstruction2022.10 | 92.3 | 65.1 | 66.9 | — | — | 90.4 | — | — | |
| [27]Type=Object-centric, FPS=242023.06 | 92.3 | — | — | — | — | 90.4 | — | — | |
| BA-AEDYear=20212022.12 | 92.3 | — | — | — | — | 90.4 | — | — | |
| [84]Type=Object-centric, FPS=352023.06 | 92.2 | — | — | — | — | — | — | — | |
| Jigsaw-PuzzleYear=20222022.12 | 92.2 | — | — | — | — | 93 | — | — | |
| [50]Type=Object-centric, FPS=202023.06 | 91.8 | — | — | — | — | 92.3 | — | — | |
| [10]Type=Object-centric, FPS=202023.06 | 91.6 | — | — | — | — | 92.5 | — | — | |
| [54] + [10]Type=Object-centric, FPS=202023.06 | 91.6 | — | — | — | — | 92.4 | — | — | |
| Georgescu et al. [7]Detection Level=Object level, Paradigm=multiple pretext tasks2022.10 | 91.5 | 57 | 58.3 | — | — | 91.9 | — | — | |
| [26]Type=Object-centric, FPS=512023.06 | 91.5 | — | — | — | — | 92.8 | — | — | |
| SSMTLYear=20212022.12 | 91.5 | — | — | — | — | 91.9 | — | — | |
| AED-MAEType=Frame or cube level, FPS=16552023.06 | 91.3 | — | — | — | — | 90.9 | — | — | |
| SD-MAEYear=20242022.12 | 91.3 | — | — | — | — | 90.9 | — | — | |
| Liu et al. [15]Detection Level=Object level, Paradigm=prediction & reconstruction2022.10 | 91.1 | — | — | — | — | 91.1 | — | — | |
| HF2Year=20212022.12 | 91.1 | — | — | — | — | 93.5 | — | — | |
| [69] + [49]Type=Object-centric, FPS=102023.06 | 90.9 | — | — | — | — | 92.2 | — | — | |
| LMPTYear=20232022.12 | 90.9 | — | — | — | — | — | — | — | |
| [96]Type=Frame or cube level2023.06 | 90.2 | — | — | — | — | — | — | — | |
| VECYear=20202022.12 | 90.2 | — | — | — | — | — | — | — | |
| [93]Type=Frame or cube level2023.06 | 90.1 | — | — | — | — | — | — | — | |
| FPDMYear=20232022.12 | 90.1 | — | — | — | — | — | — | — | |
| [43]Type=Frame or cube level2023.06 | 90 | — | — | — | — | — | — | — | |
| BMANYear=≤ 20192022.12 | 90 | — | — | — | — | — | — | — | |
| [49]Type=Object-centric, FPS=122023.06 | 89.9 | — | — | — | — | 93.5 | — | — | |
| DLAN-ACYear=20222022.12 | 89.9 | — | — | — | — | — | — | — | |
| USTN-DSCYear=20232022.12 | 89.9 | — | — | — | — | — | — | — | |
| Yu et al.Detection Level=Object level, Paradigm=prediction2022.10 | 89.6 | — | — | — | — | 89.6 | — | — | |
| [95]Type=Object-centric2023.06 | 89.6 | — | — | — | — | — | — | — | |
| [78]Type=Frame or cube level2023.06 | 89.6 | — | — | — | — | — | — | — | |
| Scene-AwareYear=20202022.12 | 89.6 | — | — | — | — | — | — | — | |
| [54] + [49]Type=Object-centric, FPS=102023.06 | 89.5 | — | — | — | — | 93.6 | — | — | |
| MPNYear=20212022.12 | 89.5 | — | — | — | — | — | — | — | |
| [54] + [47]Type=Frame or cube level, FPS=262023.06 | 89.1 | — | — | — | — | 84.8 | — | — | |
| [37]Type=Frame or cube level2023.06 | 88.9 | — | — | — | — | — | — | — | |
| MNAD-Recon.Year=20202022.12 | 88.5 | — | — | — | — | — | — | — | |
| Park et al.Detection Level=Frame / Patch level, Paradigm=prediction & reconstruction2022.10 | 88.3 | — | — | — | — | 88.3 | — | — | |
| Ionescu et al.Detection Level=Object level, Paradigm=reconstruction2022.10 | 87.4 | 15.8 | 27 | — | — | 90.4 | — | — | |
| [36]Type=Object-centric2023.06 | 87.4 | — | — | — | — | 90.4 | — | — | |
| CAE-SVMYear=≤ 20192022.12 | 87.4 | — | — | — | — | 90.4 | — | — | |
| [69] + [47]Type=Frame or cube level, FPS=262023.06 | 87.3 | — | — | — | — | 84.5 | — | — | |
| Ramachandra et al. [24]Detection Level=Frame / Patch level, Paradigm=distance2022.10 | 87.2 | 41.2 | 78.6 | — | — | — | — | — | |
| [63]Type=Frame or cube level2023.06 | 87.2 | — | — | — | — | — | — | — | |
| STANYear=≤ 20192022.12 | 87.2 | — | — | — | — | — | — | — | |
| [4]Type=Frame or cube level2023.06 | 87.1 | — | — | — | — | — | — | — | |
| [87]Type=Frame or cube level2023.06 | 87 | — | — | — | — | — | — | — | |
| CACYear=20202022.12 | 87 | — | — | — | — | — | — | — | |
| Nguyen et al.Detection Level=Frame / Patch level, Paradigm=prediction & reconstruction2022.10 | 86.9 | — | — | — | — | 86.9 | — | — | |
| [57]Type=Frame or cube level2023.06 | 86.9 | — | — | — | — | — | — | — | |
| AM-CorrYear=≤ 20192022.12 | 86.9 | — | — | — | — | — | — | — | |
| FB-SAEYear=20232022.12 | 86.8 | — | — | — | — | 89.1 | — | — | |
| [90]Type=Frame or cube level2023.06 | 86.6 | — | — | — | — | — | — | — | |
| AMMCNYear=20212022.12 | 86.6 | — | — | — | — | — | — | — | |
| [18]Type=Object-centric2023.06 | 86.4 | — | — | — | — | — | — | — | |
| [54] + [61]Type=Frame or cube level, FPS=262023.06 | 86.4 | — | — | — | — | 86.3 | — | — | |
| ClusterAEYear=20202022.12 | 86 | — | — | — | — | — | — | — | |
| EVALYear=20232022.12 | 86 | — | — | — | — | — | — | — | |
| CT-D2GANYear=20212022.12 | 85.9 | — | — | — | — | — | — | — | |
| [60]Type=Frame or cube level, FPS=1952023.06 | 85.3 | — | — | — | — | — | — | — | |
| Liu et al.Detection Level=Frame / Patch level, Paradigm=prediction2022.10 | 85.1 | — | — | — | — | 85.1 | — | — | |
| [47]Type=Frame or cube level, FPS=282023.06 | 85.1 | — | — | — | — | 81.7 | — | — | |
| [80]Type=Frame or cube level2023.06 | 85.1 | — | — | — | — | — | — | — | |
| Frame-Pred.Year=≤ 20192022.12 | 85.1 | — | — | — | — | — | — | — | |
| [69] + [61]Type=Frame or cube level, FPS=952023.06 | 84.8 | — | — | — | — | 88.6 | — | — | |
| [5]Type=Frame or cube level2023.06 | 84.7 | — | — | — | — | — | — | — | |
| [76]Type=Frame or cube level2023.06 | 84.6 | — | — | — | — | — | — | — | |
| [48]Type=Frame or cube level2023.06 | 84.4 | — | — | — | — | — | — | — | |
| MC2STYear=≤ 20192022.12 | 84.4 | — | — | — | — | — | — | — | |
| Gong et al.Detection Level=Frame / Patch level, Paradigm=reconstruction2022.10 | 83.3 | — | — | — | — | 83.3 | — | — | |
| [28]Type=Frame or cube level, FPS=352023.06 | 83.3 | — | — | — | — | — | — | — | |
| Mem-AE.Year=≤ 20192022.12 | 83.3 | — | — | — | — | — | — | — | |
| [61]Type=Frame or cube level, FPS=1012023.06 | 82.8 | — | — | — | — | 86.8 | — | — | |
| StackRNNYear=≤ 20192022.12 | 81.7 | — | — | — | — | — | — | — | |
| SCLYear=≤ 20192022.12 | 80.9 | — | — | — | — | — | — | — | |
| [40]Type=Object-centric2023.06 | 80.2 | — | — | — | — | — | — | — | |
| [100]Type=Frame or cube level2023.06 | 78.9 | — | — | — | — | — | — | — | |
| Ramachandra et al. [23]Detection Level=Frame / Patch level, Paradigm=distance2022.10 | 72 | 35.8 | 80.9 | — | — | — | — | — | |
| [62]Type=Frame or cube level2023.06 | 72 | — | — | — | — | — | — | — | |
| Conv-AEYear=≤ 20192022.12 | 70.2 | — | — | — | — | — | — | — | |
| STF-NFYear=20232022.12 | 60.1 | — | — | — | — | 63.5 | — | — | |
| Ada-VADEvaluation protocol=Zero-shot, Training dataset=SHT2024.09 | — | — | — | — | 83.62 | — | — | — | |
| BG-AgnosticEvaluation protocol=Zero-shot, Training dataset=SHT2024.09 | — | — | — | — | 83.6 | — | — | — | |
| CG-VADEvaluation protocol=Few-shot, Shots=5, Training dataset=SHT2024.09 | — | — | — | — | 85.1 | — | — | — | |
| Conv2D2023.03 | — | — | — | — | 70.2 | — | — | — | |
| Conv3D2023.03 | — | — | — | — | 77.1 | — | — | — | |
| ConvLSTM2023.03 | — | — | — | — | 77 | — | — | — | |
| ConvVQ+reproduced=true2023.03 | — | — | — | — | 84.3 | — | — | — | |
| Flow-based (Ours)Evaluation protocol=Zero-shot, Training dataset=SHT2024.09 | — | — | — | — | 87.47 | — | — | — | |
| Fore-based (Ours)Evaluation protocol=Zero-shot, Training dataset=SHT2024.09 | — | — | — | — | 83.36 | — | — | — | |
| FramePred2023.03 | — | — | — | — | 84.9 | — | — | — | |
| Georgescu et al. [10]2024.07 | — | 57 | 58.3 | — | — | — | 91.5 | 57.65 | |
| Georgescu et al. [11]2024.07 | — | 65.05 | 66.85 | — | — | — | 92.3 | 65.95 | |
| Georgescu et al. [12]2022.12 | — | 57 | 58.3 | 91.5 | — | — | — | — | |
| Georgescu et al. [13]2022.12 | — | 65.05 | 66.85 | 92.3 | — | — | — | — | |
| Georgescu et al. [13] + Ristea et al. [38]2022.12 | — | 65.99 | 64.91 | 92.9 | — | — | — | — |