Metric: mAP@0.5 (higher is better)
| # | Model↕ | mAP@0.5▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Synth Pretrained Faster R-CNN ResNeXt-101-FPN | 59.2 | Yes | Leveraging Synthetic Data in Object Detection on... | 2021-12-22 | Code |
| 2 | Synth Pretrained Yolo5 | 59.08 | Yes | Leveraging Synthetic Data in Object Detection on... | 2021-12-22 | Code |
| 3 | Faster R-CNN ResNeXt-101-FPN | 54.66 | No | SeaDronesSee: A Maritime Benchmark for Detecting... | 2021-05-05 | - |
| 4 | CenterNet Hourglass104 | 50.32 | No | SeaDronesSee: A Maritime Benchmark for Detecting... | 2021-05-05 | - |
| 5 | Synth Pretrained EffDetD0 | 38.74 | Yes | Leveraging Synthetic Data in Object Detection on... | 2021-12-22 | Code |
| 6 | EfficientDet D0 | 37.11 | No | SeaDronesSee: A Maritime Benchmark for Detecting... | 2021-05-05 | - |
| 7 | CenterNet ResNet101 | 36.42 | No | SeaDronesSee: A Maritime Benchmark for Detecting... | 2021-05-05 | - |
| 8 | Faster RCNN ResNet50FPN | 30.09 | No | SeaDronesSee: A Maritime Benchmark for Detecting... | 2021-05-05 | - |
| 9 | CenterNet ResNet18 | 21.84 | No | SeaDronesSee: A Maritime Benchmark for Detecting... | 2021-05-05 | - |