Reduced-complexity Convolutional Neural Network in the compressed domain

Low-area and accurate inner product and digital filters based on stochastic computing

(2021) Hamdan Abdellatef et al.   SIGNAL PROCESSING

Accurate and compact convolutional neural network based on stochastic computing

(2021) Hamdan Abdellatef et al.   NEUROCOMPUTING

Dynamic Neural Networks: A Survey

(2021) Yizeng Han et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Infinite Feature Selection: A Graph-based Feature Filtering Approach

(2020) Giorgio Roffo et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Spectral-based convolutional neural network without multiple spatial-frequency domain switchings

(2019) Sayed Omid Ayat et al.   NEUROCOMPUTING

HEIF: Highly Efficient Stochastic Computing based Inference Framework for Deep Neural Networks

(2018) Zhe Li et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

Packing Convolutional Neural Networks in the Frequency Domain

(2018) Yunhe Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Optimizing FPGA-based CNN accelerator for energy efficiency with an extended Roofline model

(2018) SAYED OMID AYAT et al.   Turkish Journal of Electrical Engineering and Computer Sciences

JPEG at 25: Still Going Strong

(2017) Graham Hudson et al.   IEEE MULTIMEDIA

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

Roofline

(2009) Samuel Williams et al.   COMMUNICATIONS OF THE ACM