Metric: mAP50 (higher is better)
| # | Model↕ | mAP50▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CAFR | 86.7 | No | Embracing Events and Frames with Hierarchical Fe... | 2024-07-17 | Code |
| 2 | SPNet | 84.7 | No | Specificity-preserving RGB-D Saliency Detection | 2021-08-18 | Code |
| 3 | DCF | 83.4 | No | - | - | Code |
| 4 | EFNet | 83 | No | Event-Based Fusion for Motion Deblurring with Cr... | 2021-11-30 | Code |
| 5 | ECANet | 82.2 | No | ECA-Net: Efficient Channel Attention for Deep Co... | 2019-10-08 | Code |
| 6 | SAGate | 82 | No | Bi-directional Cross-Modality Feature Propagatio... | 2020-07-17 | Code |
| 7 | FPN-Fusion | 81.9 | No | - | - | Code |
| 8 | CBAM | 81.9 | No | CBAM: Convolutional Block Attention Module | 2018-07-17 | Code |
| 9 | SENet | 81.6 | No | Squeeze-and-Excitation Networks | 2017-09-05 | Code |
| 10 | RENet | 81.4 | No | RGB-Event Fusion for Moving Object Detection in ... | 2022-09-17 | Code |
| 11 | YOLOv4 | 81.3 | No | YOLOv4: Optimal Speed and Accuracy of Object Det... | 2020-04-23 | Code |
| 12 | CMX | 80.4 | No | CMX: Cross-Modal Fusion for RGB-X Semantic Segme... | 2022-03-09 | Code |
| 13 | RAMNet | 79.6 | No | Combining Events and Frames using Recurrent Asyn... | 2021-02-18 | Code |
| 14 | SSD | 73.1 | No | SSD: Single Shot MultiBox Detector | 2015-12-08 | Code |