FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
| Task | Dataset | Metric | Value | Model |
|---|---|---|---|---|
| Object Detection | COCO minival | AP50 | 62.8 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| Object Detection | COCO minival | AP75 | 46.2 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| Object Detection | COCO minival | box AP | 42.3 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| Object Detection | COCO minival | AP50 | 61.6 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| Object Detection | COCO minival | AP75 | 44.4 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| Object Detection | COCO minival | box AP | 40.8 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| Object Detection | COCO minival | AP50 | 61 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| Object Detection | COCO minival | AP75 | 44 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| Object Detection | COCO minival | box AP | 40.3 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 3D | COCO minival | AP50 | 62.8 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 3D | COCO minival | AP75 | 46.2 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 3D | COCO minival | box AP | 42.3 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 3D | COCO minival | AP50 | 61.6 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 3D | COCO minival | AP75 | 44.4 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 3D | COCO minival | box AP | 40.8 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 3D | COCO minival | AP50 | 61 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 3D | COCO minival | AP75 | 44 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 3D | COCO minival | box AP | 40.3 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 2D Classification | COCO minival | AP50 | 62.8 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 2D Classification | COCO minival | AP75 | 46.2 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 2D Classification | COCO minival | box AP | 42.3 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 2D Classification | COCO minival | AP50 | 61.6 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 2D Classification | COCO minival | AP75 | 44.4 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 2D Classification | COCO minival | box AP | 40.8 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 2D Classification | COCO minival | AP50 | 61 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 2D Classification | COCO minival | AP75 | 44 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 2D Classification | COCO minival | box AP | 40.3 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 2D Object Detection | COCO minival | AP50 | 62.8 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 2D Object Detection | COCO minival | AP75 | 46.2 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 2D Object Detection | COCO minival | box AP | 42.3 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 2D Object Detection | COCO minival | AP50 | 61.6 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 2D Object Detection | COCO minival | AP75 | 44.4 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 2D Object Detection | COCO minival | box AP | 40.8 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 2D Object Detection | COCO minival | AP50 | 61 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 2D Object Detection | COCO minival | AP75 | 44 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 2D Object Detection | COCO minival | box AP | 40.3 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 16k | COCO minival | AP50 | 62.8 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 16k | COCO minival | AP75 | 46.2 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 16k | COCO minival | box AP | 42.3 | Mask R-CNN (ResNet-101-FPN, GroupNorm, long) |
| 16k | COCO minival | AP50 | 61.6 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 16k | COCO minival | AP75 | 44.4 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 16k | COCO minival | box AP | 40.8 | Mask R-CNN (ResNet-50-FPN, GroupNorm, long) |
| 16k | COCO minival | AP50 | 61 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 16k | COCO minival | AP75 | 44 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |
| 16k | COCO minival | box AP | 40.3 | Mask R-CNN (ResNet-50-FPN, GroupNorm) |