An energy-efficient convolution unit for depthwise separable convolutional neural networks

An energy-efficient convolution unit for depthwise separable convolutional neural networks

High performance but computationally expensive Convolutional Neural Networks (CNNs) require both algorithmic and custom hardware improvement to reduce model size and to improve energy efficiency for edge computing applications. Recent CNN architectures employ depthwise separable convolution to reduc...

Saved in:

書目詳細資料
Main Authors:	Chong, Yi Sheng, Goh, Wang Ling, Ong, Yew-Soon, Nambiar, Vishnu P., Do, Anh Tuan
其他作者:	Interdisciplinary Graduate School (IGS)
格式:	Conference or Workshop Item
語言:	English
出版:	2021
主題:	Engineering::Electrical and electronic engineering Convolutional Neural Network CNN Accelerator
在線閱讀:	https://hdl.handle.net/10356/152096
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!

相似書籍

Learning temporal information for brain-computer interface using convolutional neural networks
由: Sakhavi, Siavash, et al.
出版: (2018)

Spoofing speech detection using temporal convolutional neural network
由: Xiao, Xiong, et al.
出版: (2018)

Computer graphics identification combining convolutional and recurrent neural networks
由: He, Peisong, et al.
出版: (2020)

Synergistic 2D/3D Convolutional Neural Network for hyperspectral image classification
由: Yang, Xiaofei, et al.
出版: (2021)

Cross-layer features in convolutional neural networks for generic classification tasks
由: Peng K.-C., et al.
出版: (2018)

Intelligent image recognition system for marine fouling using softmax transfer learning and deep convolutional neural networks
由: Chin, C. S., et al.
出版: (2018)

Convolutional neural networks with dynamic regularization
由: Wang, Yi, et al.
出版: (2022)

Design of energy-efficient convolution neural network accelerator
由: Shao, Yuhan
出版: (2025)

Application of convolutional neural network to defect diagnosis of drill bits
由: Yu, Yongchao, et al.
出版: (2023)

A convolutional neural network-based auto-segmentation pipeline for breast cancer imaging
由: Leow, Lucas Jian Hoong, et al.
出版: (2024)

Noisy facial recognition with convolutional neural network (CNN)
由: Heng, Yin Qi
出版: (2024)

Hardware-friendly stochastic and adaptive learning in memristor convolutional neural networks
由: Zhang, Wei, et al.
出版: (2022)

Image-similarity-based convolutional neural network for robot visual relocalization
由: Wang, Li, et al.
出版: (2021)

Annual dilated convolution neural network for newbuilding ship prices forecasting
由: Gao, Ruobin, et al.
出版: (2022)

Robust source counting and DOA estimation using spatial pseudo-spectrum and convolutional neural network
由: Nguyen, Thi Ngoc Tho, et al.
出版: (2020)

EFFICIENT DEEP CONVOLUTIONAL ARCHITECTURES FOR IMAGE AND VIDEO REPRESENTATION LEARNING
由: CHEN YUNPENG
出版: (2019)

A framework of extracting multi-scale features using multiple convolutional neural networks
由: Peng K.-C., et al.
出版: (2018)

An online data-driven fault diagnosis method for air handling units by rule and convolutional neural networks
由: Liao, Huanyue, et al.
出版: (2022)

Acoustic emission recognition based on a two-streams convolutional neural network
由: Yang, W., et al.
出版: (2021)

Modeling Embedding Dimension Correlations via Convolutional Neural Collaborative Filtering
由: Xiaoyu Du, et al.
出版: (2020)

Task-generic semantic convolutional neural network for web text-aided image classification
由: Wang, Dongzhe, et al.
出版: (2021)

An Investigation of Deep Learning Models for EEG-Based Emotion Recognition
由: Zhang, Y., et al.
出版: (2021)

CayleyNets : graph convolutional neural networks with complex rational spectral filters
由: Levie, Ron, et al.
出版: (2020)

Convolutional Networks for Voting-based Anomaly Classification in Metal Surface Inspection
由: Natarajan, Vidhya, et al.
出版: (2017)

Ultra-high-speed accelerator architecture for convolutional neural network based on processing-in-memory using resistive random access memory
由: Wang, Hongzhe, et al.
出版: (2023)

Knowledge-oriented convolutional neural network for causal relation extraction from natural language texts
由: Li, Pengfei, et al.
出版: (2020)

Using convolutional neural networks to detect edge localized modes in DIII-D from Doppler backscattering measurements
由: Teo, Nigel Qun Xuan, et al.
出版: (2024)

Combining convolutional neural network and distance distribution matrix for identification of congestive heart failure
由: Li, Yaowei, et al.
出版: (2018)

Automated segmentation of dermal fillers in OCT images of mice using convolutional neural networks
由: Pfister, Martin, et al.
出版: (2019)

Image-based microstructure classification of mortar and paste using convolutional neural networks and transfer learning
由: Qian, Hanjie, et al.
出版: (2022)

Proposal-driven segmentation for videos
由: LI, Junliang, et al.
出版: (2019)

Accumulated decoupled learning with gradient staleness mitigation for convolutional neural networks
由: Zhuang, Huiping, et al.
出版: (2024)

Attention multihop graph and multiscale convolutional fusion network for hyperspectral image classification
由: Zhou, Hao, et al.
出版: (2023)

IMAGING FLUORESCENCE CORRELATION SPECTROSCOPY ANALYSIS USING CONVOLUTIONAL NEURAL NETWORKS
由: SIM SHAO REN
出版: (2022)

Architecture for 3D Convolutional Neural Networks Based on Temporal Similarity Removal
由: WATHUTHANTHRIGE UDARI CHARITHA DE ALWIS, et al.
出版: (2023)

A Millimetre-wave Radar Based Fall Detection Method using Line Kernel Convolutional Neural Network
由: WANG BO, et al.
出版: (2021)

Face recognition with accessories using CNN
由: Muhammad Shafiq B Ninaba
出版: (2024)

END-TO-END LITTER DETECTION USING A TINY HYBRID DATASET
由: IRVIN TANG KAIJUN
出版: (2022)

InceptionNeXt: When Inception meets ConvNeXt
由: YU, Weihao, et al.
出版: (2024)

Light field denoising via anisotropic parallax analysis in a CNN framework
由: Chen, Jie, et al.
出版: (2020)