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ThiNet: Pruning CNN Filters for a Thinner Net

IEEE Transactions on Pattern Analysis and Machine Intelligence

Jul 25, 2018

Jian-Hao LuoWeiyao Lin

Abstract

This paper aims at accelerating and compressing deep neural networks to deploy CNN models into small devices like mobile phones or embedded gadgets. We focus on filter level pruning, i.e., the whole filter will be discarded if it is less important. An effective and unified framework, Th...read more

Mentioned in this Paper

Biologic Segmentation
Size
Classification
Vision
Medical Devices
PRUNE gene
Neural Network Simulation
Hemoglobin Mobile
Filter - Medical Device
Depth
1
43
Paper Details
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ThiNet: Pruning CNN Filters for a Thinner Net

IEEE Transactions on Pattern Analysis and Machine Intelligence

Jul 25, 2018

Jian-Hao LuoWeiyao Lin

PMID: 30040622

DOI: 10.1109/tpami.2018.2858232

Abstract

This paper aims at accelerating and compressing deep neural networks to deploy CNN models into small devices like mobile phones or embedded gadgets. We focus on filter level pruning, i.e., the whole filter will be discarded if it is less important. An effective and unified framework, Th...read more

Mentioned in this Paper

Biologic Segmentation
Size
Classification
Vision
Medical Devices
PRUNE gene
Neural Network Simulation
Hemoglobin Mobile
Filter - Medical Device
Depth
1
43

Similar Papers Found In These Feeds

Neural Networks

Here is the latest research on physiological and in silico networks and circuits implicated in the nervous system.

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IEEE Transactions on Pattern Analysis and Machine Intelligence

Holistic CNN Compression via Low-rank Decomposition with Knowledge Transfer

IEEE Transactions on Pattern Analysis and Machine IntelligenceOctober 4, 2018
Shaohui LinJiebo Luo
Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society

A deep learning based framework for accurate segmentation of cervical cytoplasm and nuclei

Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology SocietyJanuary 9, 2015
Youyi SongTianfu Wang
Paper Details
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