Metric: FPS (higher is better)
| # | Model↕ | FPS▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SD-MAE | 1670 | No | Self-Distilled Masked Auto-Encoders are Efficien... | 2023-06-21 | Code |
| 2 | AKD-VAD | 1480 | No | Lightning Fast Video Anomaly Detection via Adver... | 2022-11-28 | Code |
| 3 | FastAno | 195 | No | FastAno: Fast Anomaly Detection via Spatio-tempo... | 2021-06-16 | Code |
| 4 | SSMTL | 51 | No | Anomaly Detection in Video via Self-Supervised a... | 2020-11-15 | Code |
| 5 | Background-Agnostic Framework | 25 | Yes | A Background-Agnostic Framework with Adversarial... | 2020-08-27 | Code |
| 6 | Future Frame Prediction | 25 | No | Future Frame Prediction for Anomaly Detection --... | 2017-12-28 | Code |
| 7 | Background-Agnostic Framework+SSMCTB | 24 | No | Self-Supervised Masked Convolutional Transformer... | 2022-09-25 | Code |
| 8 | Background- Agnostic Framework+SSPCAB | 24 | No | Self-Supervised Predictive Convolutional Attenti... | 2021-11-17 | Code |
| 9 | SSMTL++v1 | 20 | No | SSMTL++: Revisiting Self-Supervised Multi-Task L... | 2022-07-16 | - |
| 10 | SSMTL++v2 | 19 | No | - | - | - |
| 11 | Cloze Test | 5 | No | Cloze Test Helps: Effective Video Anomaly Detect... | 2020-08-27 | Code |