anikristo / decaf Goto Github PK
View Code? Open in Web Editor NEWReplication of DeCAF paper's experiments for transfer learning
Home Page: https://arxiv.org/abs/1310.1531
Replication of DeCAF paper's experiments for transfer learning
Home Page: https://arxiv.org/abs/1310.1531
Target accuracy for SVM: ~83%
Target accuracy for SVM with Dropout: ~85% [I think we don't do Dropout right now]
NOTE: The paper uses 30 training examples per class, while we are using all. Since the dataset is a bit skewed (e.g. there are 55 training examples for accordion and 800 for airplanes), there may be a certain bias, which affects the overall accuracy. We need to adjust the preprocessor accordingly (#9).
Check datasets/README.md
for details of the directory structure etc.
Check datasets/README.md
for details on the directory structure etc.
Use inherited classes instead of the private method selection strategy.
Check datasets/README.md
for details on the directory structure etc.
Check: https://github.com/Yangqing/decaf/blob/86b39770476ab2865018ca976321ac1e99e286da/decaf/layers/data/cub.py
Only yield 30 image samples per class
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.