Giter Club home page Giter Club logo

inception-resnet-v2's Introduction

Inception-resnet-v2 Test

============================

Original Paper: "Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning"(https://arxiv.org/abs/1602.07261) from Google

Notes

Data augmentation applied (please find the data augmentation fork in https://github.com/twtygqyy/caffe-augmentation):

max_color_shift = 5

contrast_variation = 0.8 ~ 1.2

max_brightness_shift = 5 

mirror = true

min_side = 328 ~ 480 and crop by 299x299 for training, min_side = 328 and crop by 299x299 for testing

init learning rate = 0.072 with RMSProp optimizer (rms_decay = 0.9 delta = 0.9)

max_iter = 1066080

stepsize = 6663

gamma = 0.94

weight_decay = 0.0004

clip_gradients = 80

4 Geforce 1080 GPU are used for training and batch size = 5 x 4 (Very huge memory required for training)

Result

Test net output #0: accuracy_top1 = 0.729467

Test net output #1: accuracy_top5 = 0.904265

Model link: https://drive.google.com/file/d/0B5i4atpKg9EcOGRqUExXZVNxODQ/view?usp=sharing

Different solver with more iterations is under training right now

inception-resnet-v2's People

Contributors

twtygqyy 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.