ROMANet: Fine-Grained Reuse-Driven Off-Chip Memory Access Management and Data Organization for Deep Neural Network Accelerators

IEEE Transactions on Very Large Scale Integration (VLSI) Systems ◽

10.1109/tvlsi.2021.3060509 ◽

2021 ◽

pp. 1-14

Author(s):

Rachmad Vidya Wicaksana Putra ◽

Muhammad Abdullah Hanif ◽

Muhammad Shafique

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Memory Access ◽

Data Organization ◽

Access Management ◽

Fine Grained

Download Full-text

Design Tradeoff of Internal Memory Size and Memory Access Energy in Deep Neural Network Hardware Accelerators

2018 IEEE 7th Global Conference on Consumer Electronics (GCCE) ◽

10.1109/gcce.2018.8574742 ◽

2018 ◽

Author(s):

Shen-Fu Hsiao ◽

Pei-Hsuen Wu

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Memory Access ◽

Hardware Accelerators ◽

Internal Memory ◽

Memory Size ◽

Neural Network Hardware

Download Full-text

Text Classification of Cancer Clinical Trials Documents Using Deep Neural Network and Fine Grained Document Clustering

Proceedings of the Sriwijaya International Conference on Information Technology and Its Applications (SICONIAN 2019) ◽

10.2991/aisr.k.200424.061 ◽

2020 ◽

Author(s):

Jasmir JASMIR ◽

Siti NURMAINI ◽

Reza Firsandaya MALIK ◽

Dodo Zaenal ABIDIN

Keyword(s):

Neural Network ◽

Clinical Trials ◽

Text Classification ◽

Deep Neural Network ◽

Document Clustering ◽

Cancer Clinical Trials ◽

Fine Grained

Download Full-text

ReRAM-Sharing: Fine-Grained Weight Sharing for ReRAM-Based Deep Neural Network Accelerator

2021 IEEE International Symposium on Circuits and Systems (ISCAS) ◽

10.1109/iscas51556.2021.9401155 ◽

2021 ◽

Author(s):

Zhuoran Song ◽

Dongyue Li ◽

Zhezhi He ◽

Xiaoyao Liang ◽

Li Jiang

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Fine Grained

Download Full-text

Fine-Grained Wound Tissue Analysis Using Deep Neural Network

2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2018.8461927 ◽

2018 ◽

Cited By ~ 4

Author(s):

H. Nejati ◽

H. A. Ghazijahani ◽

M. Abdollahzadeh ◽

T. Malekzadeh ◽

N.-M. Cheung ◽

...

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Tissue Analysis ◽

Fine Grained ◽

Wound Tissue

Download Full-text

Selective Poisoning Attack on Deep Neural Network to Induce Fine-Grained Recognition Error

2019 IEEE Second International Conference on Artificial Intelligence and Knowledge Engineering (AIKE) ◽

10.1109/aike.2019.00033 ◽

2019 ◽

Author(s):

Hyun Kwon ◽

Hyunsoo Yoon ◽

Ki-Woong Park

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Recognition Error ◽

Fine Grained

Download Full-text

Attention-Shift based Deep Neural Network for Fine-Grained Visual Categorization

Pattern Recognition ◽

10.1016/j.patcog.2021.107947 ◽

2021 ◽

pp. 107947

Author(s):

Yi Niu ◽

Yang Jiao ◽

Guangming Shi

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Attention Shift ◽

Visual Categorization ◽

Fine Grained

Download Full-text

An Energy-Efficient Fine-grained Deep Neural Network Partitioning Scheme for Wireless Collaborative Fog Computing

IEEE Access ◽

10.1109/access.2021.3084689 ◽

2021 ◽

pp. 1-1

Author(s):

Emre Kilcioglu ◽

Hamed Mirghasemi ◽

Ivan Stupia ◽

Luc Vandendorpe

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Deep Neural Network ◽

Fog Computing ◽

Network Partitioning ◽

Fine Grained

Download Full-text

Efficient Unaligned Memory Access of Tightly Packed Weights for Deep Neural Network Inference on Edge Devices

10.1109/siitme53254.2021.9663723 ◽

2021 ◽

Author(s):

Ciprian Seiculescu

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Network Inference ◽

Memory Access

Download Full-text

7.7 LNPU: A 25.3TFLOPS/W Sparse Deep-Neural-Network Learning Processor with Fine-Grained Mixed Precision of FP8-FP16

2019 IEEE International Solid- State Circuits Conference - (ISSCC) ◽

10.1109/isscc.2019.8662302 ◽

2019 ◽

Cited By ~ 18

Author(s):

Jinsu Lee ◽

Juhyoung Lee ◽

Donghyeon Han ◽

Jinmook Lee ◽

Gwangtae Park ◽

...

Keyword(s):

Neural Network ◽

Deep Neural Network ◽

Neural Network Learning ◽

Network Learning ◽

Fine Grained ◽

Mixed Precision

Download Full-text

An Energy-Efficient Sparse Deep-Neural-Network Learning Accelerator With Fine-Grained Mixed Precision of FP8–FP16

IEEE Solid-State Circuits Letters ◽

10.1109/lssc.2019.2937440 ◽

2019 ◽

Vol 2 (11) ◽

pp. 232-235 ◽

Cited By ~ 3

Author(s):

Jinsu Lee ◽

Juhyoung Lee ◽

Donghyeon Han ◽

Jinmook Lee ◽

Gwangtae Park ◽

...

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Deep Neural Network ◽

Neural Network Learning ◽

Network Learning ◽

Fine Grained ◽

Mixed Precision

Download Full-text