A Low Effort Approach to Structured CNN Design Using PCA

Deep learning models hold state of the art performance in many fields, yet their design is still based on heuristics or grid search methods that often result in overparametrized networks. This work proposes a method to analyze a trained network and deduce an optimized, compressed architecture that p...

Full description

Bibliographic Details
Main Authors: Isha Garg, Priyadarshini Panda, Kaushik Roy
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
PCA
Online Access:https://ieeexplore.ieee.org/document/8941144/