Search Results - multi-layered convolutional sparse coding

Analysis of Top-Down Connections in Multi-Layered Convolutional Sparse Coding by Edlund, Joakim, Guillemot, Christine, Sjostrom, Marten

“… Multi-Layered Convolutional Sparse Coding (ML-CSC) based on a cascade of convolutional layers in which each layer can be approximately explained by the following layer can be seen as a biologically inspired framework…”
Get full text

Multi-Layer Basis Pursuit for Compressed Sensing MR Image Reconstruction by Wahid, Abdul, Shah, Jawad Ali, Khan, Adnan Umar, Ahmed, Manzoor, Razali, Hanif

“… Inspired from recent research works on multi-layer convolutional sparse coding (ML-CSC) theory to model deep neural networks, this work proposes a multi-layer basis…”
Get full text

Multi-Layered Basis Pursuit Algorithms for Classification of MR Images of Knee ACL Tear by Wahid, Abdul, Shah, Jawad Ali, Khan, Adnan Umar, Ullah, Mukhtar, Ayob, Mohd Zaki

“…Deep learning architectures have been extensively used in recent years for the classification of biomedical images to assist clinicians for diagnosis and…”
Get full text

Multi Attention Convolutional Sparse Coding U-Net for Enhanced Land-Use and Land-Cover Segmentation Using Hyperspectral Images by Yele, Vijaykumar P., Badhe, Namdeo Baban, Alegavi, Sujata, Sedamkar, R. R.

“… with the architectural complexities hindering the performance across different datasets and tasks. In response to this, a Multi Attention Convolutional sparse coding U-network Feed-forward Network (MACUFN…”
Get full text

Lamb wave-based damage assessment for composite laminates using a deep learning approach by Zhang, Han, Wang, Fan, Lin, Jing, Hua, Jiadong

“…•A convolutional sparse coding-based UNet (CSCUNet) is proposed to analyze the ultrasonic Lamb wave signal, which enables high-resolution imaging of damage in composite laminates…”
Get full text

A Multilayered Convolutional Sparse Coding Framework for Modeling of Pooling Operation of Convolution Neural Networks by Wahid, Abdul, Umar Khan, Adnan, Mukhtarullah, Khan, Sheroz, Shah, Jawad

“…Convolutional Sparse Coding (CSC) framework has been proposed recently to explain relation between Convolutional Neural Networks (CNNs…”
Get full text

Improved Image Generation via Sparse Modeling by Ganz, Roy, Elad, Michael

“…The interest of the deep learning community in image synthesis has grown massively in recent years. Nowadays, deep generative methods, and especially…”
Get full text

Complex Valued and Layer Based Categorization of Synthetic Aperture Radar Patches by Sipos, Danijel, Gleich, Dusan, Planinsic, Peter

“… In this paper a sparse coding approach is designed in multi layered architecture. This this paper proposes a layered based sparse coding using approaches introduced within…”
Get full text

Multi-layer Convolutional Sparse Coding Framework for Restoration of Under-sampled MR Images by Wahid, Abdul, Ullah, Abdul Wahab Usman, Kadir, Kushairy, Saadain, Syed

“…Magnetic Resonance Imaging (MRI) plays an important role in the diagnosis of different pathologies associated with human anatomy. The need to acquire images…”
Get full text