May 21, 2021 · We propose an efficient and straightforward method for compressing deep convolutional neural networks (CNNs) that uses basis filters to represent the ...

Sep 6, 2024 · We propose an efficient and straightforward method for compressing deep convolutional neural networks (CNNs) that uses basis filters to ...

We propose an efficient and straightforward method for compressing deep convolutional neural networks (CNNs) that uses basis filters to represent the ...

Compressing Deep CNNs Using Basis Representation and Spectral Fine-Tuning ... The CNN is pruned by removing neurons with least importance, and then fine-tuned to ...

Inproceedings,. Compressing Deep CNNs Using Basis Representation and Spectral Fine-Tuning. M. Tayyab, F. Khan, and ...

We propose an efficient and straightforward method for compressing deep convolutional neural networks (CNNs) that uses basis filters to represent the ...

We propose an efficient and straightforward method for compressing deep convolutional neural networks (CNNs) that uses basis filters to represent the ...

SS-NNC.7: COMPRESSING DEEP CNNS USING BASIS REPRESENTATION AND SPECTRAL FINE-TUNING. Muhammad Tayyab; University Of Central Florida. Fahad Ahmad Khan ...

Our method is able to reduce the size of trained CNN layers requiring only a small amount of fine-tuning. We show that our method is able to compress existing ...

Apr 25, 2024 · Compressing Deep CNNs Using Basis Representation and Spectral Fine-Tuning. ICIP 2021: 3537-3541. [i1]. view. electronic edition @ arxiv.org ...