Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | VSTAM | 90.39 | No | - | - | Code |
| 2 | FFAVOD-SpotNet with U-Net | 88.1 | No | FFAVOD: Feature Fusion Architecture for Video Ob... | 2021-09-15 | Code |
| 3 | SpotNet | 86.8 | No | SpotNet: Self-Attention Multi-Task Network for O... | 2020-02-13 | Code |
| 4 | CenterNet | 83.48 | No | Objects as Points | 2019-04-16 | Code |
| 5 | RN-VID | 70.57 | No | RN-VID: A Feature Fusion Architecture for Video ... | 2020-03-24 | Code |
| 6 | R-FCN | 69.87 | No | R-FCN: Object Detection via Region-based Fully C... | 2016-05-20 | Code |
| 7 | Faster R-CNN | 58.45 | No | Faster R-CNN: Towards Real-Time Object Detection... | 2015-06-04 | Code |
| 8 | YOLOv2 | 57.72 | No | YOLO9000: Better, Faster, Stronger | 2016-12-25 | Code |
| 9 | 3D-DETNet | 53.3 | No | 3D-DETNet: a Single Stage Video-Based Vehicle De... | 2018-01-05 | - |