ML Research Wiki / Benchmarks / Classification / Full-body Parkinson’s disease dataset

Full-body Parkinson’s disease dataset

Classification Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: F1-score (weighted)

Top Performing Models

Rank Model Paper F1-score (weighted) Date Code
1 PoseFormerV2 PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation 0.59 2023-03-30 📦 zczcwh/DL-HPE 📦 qitaozhao/poseformerv2
2 PD STGCN Estimating Parkinsonism Severity in Natural Gait Videos of Older Adults with Dementia 0.48 2021-05-07 📦 TaatiTeam/stgcn_parkinsonism_prediction 📦 lyqcom/alphapose
3 MotionBERT MotionBERT: A Unified Perspective on Learning Human Motion Representations 0.47 2022-10-12 📦 Walter0807/MotionBERT
4 Pose Transformers (POTR) Pose Transformers (POTR): Human Motion Prediction with Non-Autoregressive Transformers 0.46 2021-09-15 📦 idiap/potr
5 MotionBERT-LITE MotionBERT: A Unified Perspective on Learning Human Motion Representations 0.43 2022-10-12 📦 Walter0807/MotionBERT
6 MotionAGFormer MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network 0.42 2023-10-25 📦 taatiteam/motionagformer
7 Mixste MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video 0.41 2022-03-02 📦 JinluZhang1126/MixSTE

All Papers (7)

zczcwh/DL-HPE qitaozhao/poseformerv2
TaatiTeam/stgcn_parkinsonism_prediction lyqcom/alphapose
Walter0807/MotionBERT
idiap/potr
Walter0807/MotionBERT
taatiteam/motionagformer
JinluZhang1126/MixSTE