Classification on Full-body Parkinson’s disease dataset

Metric: F1-score (weighted) (higher is better)

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#	Model↕	F1-score (weighted)▼	Augmentations	Paper	Date↕	Code
1	PoseFormerV2	0.59	No	PoseFormerV2: Exploring Frequency Domain for Eff...	2023-03-30	Code
2	PD STGCN	0.48	No	Estimating Parkinsonism Severity in Natural Gait...	2021-05-07	Code
3	MotionBERT	0.47	No	MotionBERT: A Unified Perspective on Learning Hu...	2022-10-12	Code
4	Pose Transformers (POTR)	0.46	No	Pose Transformers (POTR): Human Motion Predictio...	2021-09-15	Code
5	MotionBERT-LITE	0.43	No	MotionBERT: A Unified Perspective on Learning Hu...	2022-10-12	Code
6	MotionAGFormer	0.42	No	MotionAGFormer: Enhancing 3D Human Pose Estimati...	2023-10-25	Code
7	Mixste	0.41	No	MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo...	2022-03-02	Code

#1PoseFormerV2SOTA
0.59
F1-score (weighted)· 2023-03-30
PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation Code
#2PD STGCNSOTA
0.48
F1-score (weighted)· 2021-05-07
Estimating Parkinsonism Severity in Natural Gait Videos of Older Adults with Dementia Code
#3MotionBERT
0.47
F1-score (weighted)· 2022-10-12
MotionBERT: A Unified Perspective on Learning Human Motion Representations Code
#4Pose Transformers (POTR)
0.46
F1-score (weighted)· 2021-09-15
Pose Transformers (POTR): Human Motion Prediction with Non-Autoregressive Transformers Code
#5MotionBERT-LITE
0.43
F1-score (weighted)· 2022-10-12
MotionBERT: A Unified Perspective on Learning Human Motion Representations Code
#6MotionAGFormer
0.42
F1-score (weighted)· 2023-10-25
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network Code
#7Mixste
0.41
F1-score (weighted)· 2022-03-02
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video Code