Giter Site home page Giter Site logo

kanedaaaa / pytorch-cifar10 Goto Github PK

View Code? Open in Web Editor NEW
15.0 1.0 2.0 27 KB

Image classification models on CIFAR10 dataset using pytorch

License: The Unlicense

Python 100.00%
pytorch pytorch-cnn image-classification deep-neural-networks deep-learning python cifar10 vgg19 vgg16 lenet-5 resnet

pytorch-cifar10's Introduction

pytorch-cifar10

Classifying CIFAR10 dataset with popular DL computer vision models.

Requirements

Python 3x

PyTorch 1.0+

CUDA and proper NVIDIA drivers (optional, only if Nvidia GPU is available)

Instructions

python main.py

model folder contains net architectures, just uncomment the preferred one in main.py

Current stats

Model GPU Accuracy Training Time
LeNet5 Tesla T4 67.15% ...
ResNet Tesla T4 76.14% 21 min
VGG16 Tesla T4 78.60% 6 min
VGG19 Tesla T4 78.51% 7 min

Extras

project is no longer maintained

pytorch-cifar10's People

Contributors

kanedaaaa avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

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

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

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

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.