Weightless: Lossy weight encoding for deep neural network compression.
Brandon ReagenUdit GuptaBob AdolfMichael MitzenmacherAlexander M. RushGu-Yeon WeiDavid BrooksPublished in: ICML (2018)
Keyphrases
- neural network
- run length encoding
- data compression
- arithmetic coding
- high compression ratio
- compression scheme
- lossless coding
- lossy compression
- image compression
- compression ratio
- lossless compression
- compression algorithm
- predictive coding
- image quality
- run length
- wavelet compression
- weight update
- back propagation
- efficient compression
- artificial neural networks
- neural network model
- lossless image compression
- compressed data
- bit rate
- neural network is trained
- fractal image compression
- coding method
- variable length
- neural nets
- fuzzy logic
- compression rate
- activation function
- complexity reduction
- quadtree
- chain code
- hidden layer
- high compression
- block coding
- feed forward
- radial basis function
- lempel ziv
- wavelet transform
- genetic algorithm