pose2sim/Pose2Sim/skeletons.py

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#!/usr/bin/env python
# -*- coding: utf-8 -*-
'''
###########################################################################
## SKELETONS DEFINITIONS ##
###########################################################################
The definition and hierarchy of the following skeletons are available:
- OpenPose BODY_25B, BODY_25, BODY_135, COCO, MPII
- Mediapipe BLAZEPOSE
- AlphaPose HALPE_26, HALPE_68, HALPE_136, COCO_133, COCO, MPII
(for COCO and MPII, AlphaPose must be run with the flag "--format cmu")
- DeepLabCut CUSTOM: the skeleton will be defined in Config.toml
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N.B.: Not all face and hand keypoints are reported in the skeleton architecture,
since some are redundant for the orientation of some bodies.
N.B.: The corresponding OpenSim model files are provided in the "Pose2Sim\Empty project" folder.
If you wish to use any other, you will need to adjust the markerset in the .osim model file,
as well as in the scaling and IK setup files.
'''
## INIT
from anytree import Node
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## AUTHORSHIP INFORMATION
__author__ = "David Pagnon"
__copyright__ = "Copyright 2021, Pose2Sim"
__credits__ = ["David Pagnon"]
__license__ = "BSD 3-Clause License"
__version__ = '0.4'
__maintainer__ = "David Pagnon"
__email__ = "contact@david-pagnon.com"
__status__ = "Development"
'''BODY_25B (full-body without hands, experimental, from OpenPose)
https://github.com/CMU-Perceptual-Computing-Lab/openpose_train/blob/master/experimental_models/README.md'''
BODY_25B = Node("CHip", id=None, children=[
Node("RHip", id=12, children=[
Node("RKnee", id=14, children=[
Node("RAnkle", id=16, children=[
Node("RBigToe", id=22, children=[
Node("RSmallToe", id=23),
]),
Node("RHeel", id=24),
]),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=15, children=[
Node("LBigToe", id=19, children=[
Node("LSmallToe", id=20),
]),
Node("LHeel", id=21),
]),
]),
]),
Node("Neck", id=17, children=[
Node("Head", id=18, children=[
Node("Nose", id=0),
]),
Node("RShoulder", id=6, children=[
Node("RElbow", id=8, children=[
Node("RWrist", id=10),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=7, children=[
Node("LWrist", id=9),
]),
]),
]),
])
'''BODY_25 (full-body without hands, standard, from OpenPose)
https://github.com/CMU-Perceptual-Computing-Lab/openpose/tree/master/models'''
BODY_25 = Node("CHip", id=8, children=[
Node("RHip", id=9, children=[
Node("RKnee", id=10, children=[
Node("RAnkle", id=11, children=[
Node("RBigToe", id=22, children=[
Node("RSmallToe", id=23),
]),
Node("RHeel", id=24),
]),
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]),
]),
Node("LHip", id=12, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=14, children=[
Node("LBigToe", id=19, children=[
Node("LSmallToe", id=20),
]),
Node("LHeel", id=21),
]),
]),
]),
Node("Neck", id=17, children=[
Node("Nose", id=0),
Node("RShoulder", id=2, children=[
Node("RElbow", id=3, children=[
Node("RWrist", id=4),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=6, children=[
Node("LWrist", id=7),
]),
]),
]),
])
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'''BODY_135 (full-body with hands and face, experimental, from OpenPose)
https://github.com/CMU-Perceptual-Computing-Lab/openpose_train/blob/master/experimental_models/README.md)'''
BODY_135 = Node("CHip", id=None, children=[
Node("RHip", id=12, children=[
Node("RKnee", id=14, children=[
Node("RAnkle", id=16, children=[
Node("RBigToe", id=22, children=[
Node("RSmallToe", id=23),
]),
Node("RHeel", id=24),
]),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=15, children=[
Node("LBigToe", id=19, children=[
Node("LSmallToe", id=20),
]),
Node("LHeel", id=21),
]),
]),
]),
Node("Neck", id=17, children=[
Node("Head", id=18, children=[
Node("Nose", id=0),
]),
Node("RShoulder", id=6, children=[
Node("RElbow", id=8, children=[
Node("RWrist", id=10, children=[
Node("RThumb", id=48),
Node("RIndex", id=51),
Node("RPinky", id=63),
]),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=7, children=[
Node("LWrist", id=9, children=[
Node("LThumb", id=27),
Node("LIndex", id=30),
Node("LPinky", id=42),
]),
]),
]),
]),
])
'''BLAZEPOSE (full-body with simplified hand and foot, from mediapipe)
https://google.github.io/mediapipe/solutions/pose'''
BLAZEPOSE = Node("root", id=None, children=[
Node("right_hip", id=24, children=[
Node("right_knee", id=26, children=[
Node("right_ankle", id=28, children=[
Node("right_heel", id=30),
Node("right_foot_index", id=32),
]),
]),
]),
Node("left_hip", id=23, children=[
Node("left_knee", id=25, children=[
Node("left_ankle", id=27, children=[
Node("left_heel", id=29),
Node("left_foot_index", id=31),
]),
]),
]),
Node("nose", id=0, children=[
Node("right_eye", id=5),
Node("left_eye", id=2),
]),
Node("right_shoulder", id=12, children=[
Node("right_elbow", id=14, children=[
Node("right_wrist", id=16, children=[
Node("right_pinky", id=18),
Node("right_index", id=20),
Node("right_thumb", id=22),
]),
]),
]),
Node("left_shoulder", id=11, children=[
Node("left_elbow", id=13, children=[
Node("left_wrist", id=15, children=[
Node("left_pinky", id=17),
Node("left_index", id=19),
Node("left_thumb", id=21),
]),
]),
]),
])
'''HALPE_26 (full-body without hands, from AlphaPose)
https://github.com/MVIG-SJTU/AlphaPose/blob/master/docs/MODEL_ZOO.md'''
HALPE_26 = Node("Hip", id=19, children=[
Node("RHip", id=12, children=[
Node("RKnee", id=14, children=[
Node("RAnkle", id=16, children=[
Node("RBigToe", id=21, children=[
Node("RSmallToe", id=23),
]),
Node("RHeel", id=25),
]),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=15, children=[
Node("LBigToe", id=20, children=[
Node("LSmallToe", id=22),
]),
Node("LHeel", id=24),
]),
]),
]),
Node("Neck", id=18, children=[
Node("Head", id=17, children=[
Node("Nose", id=0),
]),
Node("RShoulder", id=6, children=[
Node("RElbow", id=8, children=[
Node("RWrist", id=10),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=7, children=[
Node("LWrist", id=9),
]),
]),
]),
])
'''HALPE_68 (full-body with hands without face, from AlphaPose)
https://github.com/MVIG-SJTU/AlphaPose/blob/master/docs/MODEL_ZOO.md'''
HALPE_68 = Node("Hip", id=19, children=[
Node("RHip", id=12, children=[
Node("RKnee", id=14, children=[
Node("RAnkle", id=16, children=[
Node("RBigToe", id=21, children=[
Node("RSmallToe", id=23),
]),
Node("RHeel", id=25),
]),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=15, children=[
Node("LBigToe", id=20, children=[
Node("LSmallToe", id=22),
]),
Node("LHeel", id=24),
]),
]),
]),
Node("Neck", id=18, children=[
Node("Nose", id=0),
Node("RShoulder", id=6, children=[
Node("RElbow", id=8, children=[
Node("RWrist", id=10, children=[
Node("RThumb", id=49),
Node("RIndex", id=52),
Node("RPinky", id=64),
]),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=7, children=[
Node("LWrist", id=9, children=[
Node("LThumb", id=28),
Node("LIndex", id=31),
Node("LPinky", id=43),
])
]),
]),
]),
])
'''HALPE_136 (full-body with hands and face, from AlphaPose)
https://github.com/MVIG-SJTU/AlphaPose/blob/master/docs/MODEL_ZOO.md'''
HALPE_136 = Node("Hip", id=19, children=[
Node("RHip", id=12, children=[
Node("RKnee", id=14, children=[
Node("RAnkle", id=16, children=[
Node("RBigToe", id=21, children=[
Node("RSmallToe", id=23),
]),
Node("RHeel", id=25),
]),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=15, children=[
Node("LBigToe", id=20, children=[
Node("LSmallToe", id=22),
]),
Node("LHeel", id=24),
]),
]),
]),
Node("Neck", id=18, children=[
Node("Nose", id=0),
Node("RShoulder", id=6, children=[
Node("RElbow", id=8, children=[
Node("RWrist", id=10, children=[
Node("RThumb", id=117),
Node("RIndex", id=120),
Node("RPinky", id=132),
]),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=7, children=[
Node("LWrist", id=9, children=[
Node("LThumb", id=96),
Node("LIndex", id=99),
Node("LPinky", id=111),
])
]),
]),
]),
])
'''COCO_133 (full-body with hands and face, from AlphaPose)
https://github.com/MVIG-SJTU/AlphaPose/blob/master/docs/MODEL_ZOO.md'''
COCO_133 = Node("Hip", id=None, children=[
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Node("RHip", id=12, children=[
Node("RKnee", id=14, children=[
Node("RAnkle", id=16, children=[
Node("RBigToe", id=20, children=[
Node("RSmallToe", id=21),
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]),
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Node("RHeel", id=22),
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]),
]),
]),
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Node("LHip", id=11, children=[
Node("LKnee", id=13, children=[
Node("LAnkle", id=15, children=[
Node("LBigToe", id=17, children=[
Node("LSmallToe", id=18),
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]),
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Node("LHeel", id=19),
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]),
]),
]),
Node("Neck", id=None, children=[
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Node("Nose", id=0, children=[
Node("right_eye", id=2),
Node("left_eye", id=1),
]),
Node("RShoulder", id=6, children=[
Node("RElbow", id=8, children=[
Node("RWrist", id=10, children=[
Node("RThumb", id=114),
Node("RIndex", id=117),
Node("RPinky", id=129),
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]),
]),
]),
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Node("LShoulder", id=5, children=[
Node("LElbow", id=7, children=[
Node("LWrist", id=9, children=[
Node("LThumb", id=93),
Node("LIndex", id=96),
Node("LPinky", id=108),
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])
]),
]),
]),
])
'''COCO (full-body without hands and feet, from OpenPose, AlphaPose, OpenPifPaf, YOLO-pose, etc)
https://github.com/CMU-Perceptual-Computing-Lab/openpose/tree/master/models'''
COCO = Node("CHip", id=None, children=[
Node("RHip", id=8, children=[
Node("RKnee", id=9, children=[
Node("RAnkle", id=10),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=12, children=[
Node("LAnkle", id=13),
]),
]),
Node("Neck", id=1, children=[
Node("Nose", id=0),
Node("RShoulder", id=2, children=[
Node("RElbow", id=3, children=[
Node("RWrist", id=4),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=6, children=[
Node("LWrist", id=7),
]),
]),
]),
])
'''MPII (full-body without hands and feet, from OpenPose, AlphaPose, OpenPifPaf, YOLO-pose, etc)
https://github.com/CMU-Perceptual-Computing-Lab/openpose/tree/master/models'''
MPII = Node("CHip", id=14, children=[
Node("RHip", id=8, children=[
Node("RKnee", id=9, children=[
Node("RAnkle", id=10),
]),
]),
Node("LHip", id=11, children=[
Node("LKnee", id=12, children=[
Node("LAnkle", id=13),
]),
]),
Node("Neck", id=1, children=[
Node("Nose", id=0),
Node("RShoulder", id=2, children=[
Node("RElbow", id=3, children=[
Node("RWrist", id=4),
]),
]),
Node("LShoulder", id=5, children=[
Node("LElbow", id=6, children=[
Node("LWrist", id=7),
]),
]),
]),
])