A multilayered convolutional sparse coding framework for modeling of pooling operation of convolution neural networks

• Main Authors: , Abdul Wahid, Khan, Adnan Umar, , Mukhtarullah, Khan, Sheroz, Shah, Jawad
• Format: Conference or Workshop Item
• Language: English; English
• Published: IEEE 2019
• Subjects: T Technology (General)
• Online Access: http://irep.iium.edu.my/80454/1/80454%20A%20Multilayered%20Convolutional%20Sparse%20Coding%20Framework.pdf; http://irep.iium.edu.my/80454/2/80454%20A%20Multilayered%20Convolutional%20Sparse%20Coding%20Framework%20SCOPUS.pdf; http://irep.iium.edu.my/80454/; https://ieeexplore.ieee.org/document/9057334

Convolutional Sparse Coding (CSC) framework has been proposed recently to explain relation between Convolutional Neural Networks (CNNs) and sparse coding theory. The multilayered version of CSC(ML-CSC) is shown to be connected to forward pass of CNNs and dictionary learning and sparse coding algorit...