Design possibilities and challenges of DNN models: a review on the perspective of end devices

Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies

(2021) Chenyu Tian et al.   IET Intelligent Transport Systems

An iterative stacked weighted auto-encoder

(2021) Tongfeng Sun et al.   Soft Computing

SparkNoC: An energy-efficiency FPGA-based accelerator using optimized lightweight CNN for edge computing

(2021) Ming Xia et al.   JOURNAL OF SYSTEMS ARCHITECTURE

Real-time deep learning semantic segmentation during intra-operative surgery for 3D augmented reality assistance

(2021) Leonardo Tanzi et al.   International Journal of Computer Assisted Radiology and Surgery

Efficiently Mastering the Game of NoGo with Deep Reinforcement Learning Supported by Domain Knowledge

(2021) Yifan Gao et al.   Electronics

Deep learning in mammography images segmentation and classification: Automated CNN approach

(2021) Wessam M. Salama et al.   Alexandria Engineering Journal

Optimizing Deep Learning Inference on Embedded Systems Through Adaptive Model Selection

(2020) Vicent Sanz Marco et al.   ACM Transactions on Embedded Computing Systems

A comprehensive survey on model compression and acceleration

(2020) Tejalal Choudhary et al.   ARTIFICIAL INTELLIGENCE REVIEW

CNN-Grinder: From Algorithmic to High-Level Synthesis descriptions of CNNs for Low-end-low-cost FPGA SoCs

(2020) Panagiotis G. Mousouliotis et al.   MICROPROCESSORS AND MICROSYSTEMS

CoNNa–Hardware accelerator for compressed convolutional neural networks

(2020) Rastislav J.R. Struharik et al.   MICROPROCESSORS AND MICROSYSTEMS

Comparison of different input modalities and network structures for deep learning-based seizure detection

(2020) Kyung-Ok Cho et al.   Scientific Reports

A Survey of Accelerator Architectures for Deep Neural Networks

(2020) Yiran Chen et al.   Engineering

A survey of the recent architectures of deep convolutional neural networks

(2020) Asifullah Khan et al.   ARTIFICIAL INTELLIGENCE REVIEW

MLPerf: An Industry Standard Benchmark Suite for Machine Learning Performance

(2020) Peter Mattson et al.   IEEE MICRO

A systematic literature review on hardware implementation of artificial intelligence algorithms

(2020) Manar Abu Talib et al.   JOURNAL OF SUPERCOMPUTING

Image quality assessment based on deep learning with FPGA implementation

(2020) Min-ling Zhu et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

A dedicated hardware accelerator for real-time acceleration of YOLOv2

(2020) Ke Xu et al.   Journal of Real-Time Image Processing

DeepCast: Towards Personalized QoE for Edge-Assisted Crowdcast With Deep Reinforcement Learning

(2020) Fangxin Wang et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Hierarchical fracture classification of proximal femur X-Ray images using a multistage Deep Learning approach

(2020) Tanzi Leonardo et al.   EUROPEAN JOURNAL OF RADIOLOGY

An Improved Quantum-Inspired Differential Evolution Algorithm for Deep Belief Network

(2020) Wu Deng et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

A fast and scalable architecture to run convolutional neural networks in low density FPGAs

(2020) Mário P. Véstias et al.   MICROPROCESSORS AND MICROSYSTEMS

Deep Learning-Based Bearing Fault Diagnosis Method for Embedded Systems

(2020) Minh Tuan Pham et al.   SENSORS

Improved Predicting of The Sequence Specificities of RNA Binding Proteins by Deep Learning

(2020) Hilal Tayara et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

A Survey on optimized implementation of deep learning models on the NVIDIA Jetson platform

(2019) Sparsh Mittal   JOURNAL OF SYSTEMS ARCHITECTURE

Demystifying the Crowd Intelligence in Last Mile Parcel Delivery for Smart Cities

(2019) Fangxin Wang et al.   IEEE NETWORK

A Machine Learning Approach for Solar Power Technology Review and Patent Evolution Analysis

(2019) Amy J.C. Trappey et al.   Applied Sciences-Basel

A High-Throughput and Power-Efficient FPGA Implementation of YOLO CNN for Object Detection

(2019) Duy Thanh Nguyen et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

A survey of techniques for optimizing deep learning on GPUs

(2019) Sparsh Mittal et al.   JOURNAL OF SYSTEMS ARCHITECTURE

Multi-Agent Deep Reinforcement Learning for Large-Scale Traffic Signal Control

(2019) Tianshu Chu et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Squeeze-and-Excitation Networks

(2019) Jie Hu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Motivation for and Evaluation of the First Tensor Processing Unit

(2018) Norman Jouppi et al.   IEEE MICRO

Deep Learning for Smart Industry: Efficient Manufacture Inspection System with Fog Computing

(2018) Liangzhi Li et al.   IEEE Transactions on Industrial Informatics

Backup Battery Analysis and Allocation against Power Outage for Cellular Base Stations

(2018) Fangxin Wang et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Analysis of large deviations behavior of multi-GPU memory access in deep learning

(2018) P. S. Tamizharasan et al.   JOURNAL OF SUPERCOMPUTING

Remaining useful life estimation of engineered systems using vanilla LSTM neural networks

(2018) Yuting Wu et al.   NEUROCOMPUTING

Pruning of recurrent neural models: an optimal brain damage approach

(2018) Patryk Chaber et al.   NONLINEAR DYNAMICS

A Real-Time Convolutional Neural Network for Super-Resolution on FPGA with Applications to 4K UHD 60 fps Video Services

(2018) Yongwoo Kim et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

On Spatial Diversity in WiFi-based Human Activity Recognition: A Deep Learning based Approach

(2018) Fangxin Wang et al.   IEEE Internet of Things Journal

Designing efficient accelerator of depthwise separable convolutional neural network on FPGA

(2018) Wei Ding et al.   JOURNAL OF SYSTEMS ARCHITECTURE

Model-Free Real-Time EV Charging Scheduling Based on Deep Reinforcement Learning

(2018) Zhiqiang Wan et al.   IEEE Transactions on Smart Grid

Q-Learning-Based Vulnerability Analysis of Smart Grid Against Sequential Topology Attacks

(2017) Jun Yan et al.   IEEE Transactions on Information Forensics and Security

EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos

(2017) Andru P. Twinanda et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Efficient Processing of Deep Neural Networks: A Tutorial and Survey

(2017) Vivienne Sze et al.   PROCEEDINGS OF THE IEEE

Always-on Vision Processing Unit for Mobile Applications

(2015) Brendan Barry et al.   IEEE MICRO

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING