Giter Club home page Giter Club logo

kd4ad_1's Introduction

MNIST: one image is normal, others anomalous

Teacher AE as here: https://openaccess.thecvf.com/content/CVPR2022W/WiCV/papers/Schneider_Autoencoders_-_A_Comparative_Analysis_in_the_Realm_of_Anomaly_CVPRW_2022_paper.pdf

Teacher free parameters: 155,981
Teacher inference time/img on CPU: 32 ms

Student free parameters: 216
Student inference time/img on CPU: 1.5 ms

Compression factor in free parameters: 722
Compression factor in FLOPS: 300

In folders, FASHION_MNIST and MNIST, you will find the teachers trained for each label and corresponding students, distinguished by their size measured in number of free parameters.

In folders with 'student_normals', you will find incomplete analysis only using a fraction of normal digits for training student.

In folder drawio_files, you find files to upload into https://app.diagrams.net/ to change architecture plots.

kd4ad_1's People

Contributors

sonjagr avatar

Stargazers

Adrian Alan Pol 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.