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Toward 3D Hand Pose Estimation

Introduction

This is a cs269 course project built on top of https://github.com/enghock1/Real-Time-2D-and-3D-Hand-Pose-Estimation

This repo contains implementation, training and evaluation of cos_loss_v1, cos_loss_v2 (Cosine Similarity Loss) and asm_loss (Active Shape Model Assisted Loss) done by Cheng Lu. See section 3.2, section 4 of the project report for details.

Running the code

For installation, training and evaluation of our models, see ./hand_pose_estimation_train_evaluate.ipynb for details

Dataset

The FreiHAND dataset used in this project can be found here: https://lmb.informatik.uni-freiburg.de/resources/datasets/FreihandDataset.en.html

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Real-Time 2D and 3D Hand Pose Estimation from RGB Image

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  • Jupyter Notebook 67.5%
  • Python 32.5%