*There are only the configurations which were used in notebooks
| Name | Detectron2 | Mediapipe | Alphapose |
|---|---|---|---|
| GitHub | detectron2 | mediapipe | AlphaPose |
| Description | Object detection platform | Estimates the full 3D body pose. Optimized for on-device, real-time fitness applications | Multi-person pose estimator |
| Architecture | Mask R-CNN (Resnet101) | Mobilenet V2 | Resnet |
| Back | Pytorch | TFlite | Pytorch |
| Inference time | - | lite: 44fps cpu, 112fps gpu | - |
| AP @[0.5-0.95] | 78 | - | 73 |
| Keypoints | 17 | 33 | 17 |
Detectron2 Tutorial - working with outputs
Detectron2 Tutorial - video inference
Detectron2 Tutorial - training with a COCO dataset
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