Accurate and compact convolutional neural network based on stochastic computing

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

(2021) Hamdan Abdellatef et al.   SIGNAL PROCESSING

Cost-effective stochastic MAC circuits for deep neural networks

(2019) Hyeonuk Sim et al.   NEURAL NETWORKS

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

(2019) Sayed Omid Ayat et al.   NEUROCOMPUTING

Angel-Eye: A Complete Design Flow for Mapping CNN Onto Embedded FPGA

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

FP-BNN: Binarized neural network on FPGA

(2018) Shuang Liang et al.   NEUROCOMPUTING

Architecture Considerations for Stochastic Computing Accelerators

(2018) Vincent T. Lee et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

The Promise and Challenge of Stochastic Computing

(2017) Armin Alaghi et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

Deep learning

(2015) Yann LeCun et al.   NATURE

Adaptive Convolutional Neural Network and Its Application in Face Recognition

(2015) Yuanyuan Zhang et al.   NEURAL PROCESSING LETTERS

Survey of Stochastic Computing

(2013) Armin Alaghi et al.   ACM Transactions on Embedded Computing Systems

Computation on Stochastic Bit Streams Digital Image Processing Case Studies

(2013) Peng Li et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS