The baseline project for inferencing various Pose Estimation tflite models with TFLiteSwift on iOS
Support lightweight 3D single-person pose estimation provided by SangbumChoi/MobileHumanPose created by @SangbumChoi
| Model | Size | Download Link |
|---|---|---|
| LiteBaseline3DPose | 16.6 MB | download |
Support 3D single-person pose estimation provided by mks0601/3DMPPE_POSENET_RELEASE converted to tflite by @SangbumChoi
| Model | Size | Download Link |
|---|---|---|
| Baseline3DPose | 137.1 MB | download |
The next release would be to support light-weight 3D pose estimation model designed by @SangbumChoi
Support 2D simple baseline pose estimation provided by imgclsmob repo.
| Model | Extractor | OKS AP, % | Params | FLOPs/2 | Remarks |
|---|---|---|---|---|---|
| SimplePose | ResNet-18 | 66.31/89.20/73.41 | 15,376,721 | 1,799.25M | From dmlc/gluon-cv (log) |
| SimplePose | ResNet-50b | 71.02/91.23/78.57 | 33,999,697 | 4,041.06M | From dmlc/gluon-cv (log) |
| SimplePose | ResNet-101b | 72.44/92.18/79.76 | 52,991,825 | 7,685.04M | From dmlc/gluon-cv (log) |
| SimplePose | ResNet-152b | 72.53/92.14/79.61 | 68,635,473 | 11,332.86M | From dmlc/gluon-cv (log) |
| SimplePose | ResNet(A)-50b | 71.70/91.31/78.66 | 34,018,929 | 4,278.56M | From dmlc/gluon-cv (log) |
| SimplePose | ResNet(A)-101b | 72.97/92.24/80.81 | 53,011,057 | 7,922.54M | From dmlc/gluon-cv (log) |
| SimplePose | ResNet(A)-152b | 73.44/92.27/80.72 | 68,654,705 | 11,570.36M | From dmlc/gluon-cv (log) |
https://github.com/osmr/imgclsmob/tree/master/tensorflow2#coco-keypoints-detection