mlsanityData to 7 Oct 2026

A Dataset and Method for Hallux Valgus Angle Estimation Based on Deep Learing

arXiv 2107.03640 ↗First posted 8 Jul 2021cs.CV cs.AIcited by 0

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Abstract (arXiv)

Angular measurements is essential to make a resonable treatment for Hallux valgus (HV), a common forefoot deformity. However, it still depends on manual labeling and measurement, which is time-consuming and sometimes unreliable. Automating this process is a thing of concern. However, it lack of dataset and the keypoints based method which made a great success in pose estimation is not suitable for this field.To solve the problems, we made a dataset and developed an algorithm based on deep learning and linear regression. It shows great fitting ability to the ground truth.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 30 references that are in the map. First posted on arXiv 8 Jul 2021.

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12 of 30 references.

References · 12

  1. 2016Stacked Hourglass Networks for Human Pose Estimationcited by 913
  2. 2018Simple Baselines for Human Pose Estimation and Trackingcited by 502
  3. 2016Convolutional Pose Machinescited by 325
  4. 2013DeepPose: Human Pose Estimation via Deep Neural Networkscited by 305
  5. 2014Efficient Object Localization Using Convolutional Networkscited by 226
  6. 2017Towards Accurate Multi-person Pose Estimation in the Wildcited by 131
  7. 2014Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimationcited by 129
  8. 2017Compositional Human Pose Regressioncited by 124
  9. 2015Human Pose Estimation with Iterative Error Feedbackcited by 121
  10. 2017Learning Feature Pyramids for Human Pose Estimationcited by 57
  11. 2016Human pose estimation via Convolutional Part Heatmap Regressioncited by 51
  12. 2016Recurrent Human Pose Estimationcited by 27

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