Light

banana16314 / pytorch_mpiigaze Goto Github PK

View Code? Open in Web Editor NEW

This project forked from hysts/pytorch_mpiigaze

0.0 2.0 0.0 63 KB

A PyTorch implementation of MPIIGaze

License: MIT License

Python 100.00%

pytorch_mpiigaze's Introduction

PyTorch implementation of MPIIGaze

Requirements

Python 3.6.3
PyTorch
torchvision
tensorboard-pytorch (optional)
OpenCV

Download the dataset and preprocess it

$ wget http://datasets.d2.mpi-inf.mpg.de/MPIIGaze/MPIIGaze.tar.gz
$ tar xzvf MPIIGaze.tar.gz

$ python preprocess_data.py --dataset MPIIGaze --outdir data

Usage

$ python -u main.py --arch lenet --dataset data --test_id 0 --outdir results/00

Results

Model	Mean Test Angle Error [degree]	Training Time
LeNet	6.43	3m40s
ResNet-preact-8	5.78	7m27s

$ python -u main.py --arch lenet --dataset data --test_id 0 --outdir results/lenet/00 --batch_size 32 --base_lr 0.01 --momentum 0.9 --nesterov True --weight_decay 1e-4 --epochs 40 --milestones '[30, 35]' --lr_decay 0.1

$ python -u main.py --arch resnet_preact --dataset data --test_id 0 --outdir results/resnet_preact/00 --batch_size 32 --base_lr 0.1 --momentum 0.9 --nesterov True --weight_decay 1e-4 --epochs 40 --milestones '[30, 35]' --lr_decay 0.1

References

Xucong Zhang and Yusuke Sugano and Mario Fritz and Bulling, Andreas, "Appearance-based Gaze Estimation in the Wild," Proc. of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015 arXiv:1504.02863, Project Page
Xucong Zhang and Yusuke Sugano and Mario Fritz and Bulling, Andreas, "MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation," arXiv:1711.09017

pytorch_mpiigaze's People

Contributors

Watchers

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.