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This repository about the project of Computer Vision course at the Sapienza University of Rome: Single-Person 2D Joints Estimation using Convolutional Neural Network, Stacked Hourglass Network, etc.

Python 92.04% Jupyter Notebook 7.96%
computer-vision convolutional-neural-networks cnn-keras hourglass-network tensorflow keras

computer-vision's Introduction

Computer-Vision : Single-Person 2D Joints Estimation

  • This repository about the project of Computer Vision course at the Sapienza University of Rome: Single-Person 2D Joints Estimation using Convolutional Neural Network, Stacked Hourglass Network, etc.

  • Here we train and test our model in 2 dataset : MPII and Unite the People dataset.

  • Unfortunately I can only add here source code folder.Since the labels,datasets,results,etc folder too big or there are too much file to add here

Neural Network: Hourglass model

Two different datasets: MPII and Unite the People

Comparison of model performance on the two datasets

GPU: GTX 1080 8GB

Training time: 30 hours per Dataset

Keras + Tensorflow backend

More about project and the result can be found in pdf file.

computer-vision's People

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