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FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS

Abstract: 

In order to achieve higher accuracy of image recognition, deeper and wider networks have been used. However, when the network size gets bigger, its forward inference time also takes longer. To address this problem, we propose Deeply-Fused Branchy Network (DFB-Net) by adding small but complete side branches to the target baseline main branch. DFB-Net allows easy-to-discriminate samples to be classified faster. For hard-to-discriminate samples, DFB-Net makes probability fusion by averaging softmax probabilities to make collaborative predictions. Extensive experiments on the two CIFAR datasets show that DFB-Net achieves state-ofthe-art results to obtain an error rate of 3.07% on CIFAR-10 and 16.01% on CIFAR-100. Meanwhile, the forward inference time (with a batch size of 1 and averaged among all test samples) only takes 10.4 ms on CIFAR-10, 18.8 ms on
CIFAR-100, using GTX 1080 GPU with cuDNN 5.1.

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Paper Details

Authors:
Mou-Yue Huang, Ching-Hao Lai, Sin-Horng Chen
Submitted On:
14 September 2017 - 9:20am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Mou-Yue Huang
Paper Code:
MQ-PF.9
Document Year:
2017
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Document Files

ICIP 2017 Paper #3312

(33 downloads)

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[1] Mou-Yue Huang, Ching-Hao Lai, Sin-Horng Chen, "FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2030. Accessed: Dec. 15, 2017.
@article{2030-17,
url = {http://sigport.org/2030},
author = {Mou-Yue Huang; Ching-Hao Lai; Sin-Horng Chen },
publisher = {IEEE SigPort},
title = {FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS},
year = {2017} }
TY - EJOUR
T1 - FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS
AU - Mou-Yue Huang; Ching-Hao Lai; Sin-Horng Chen
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2030
ER -
Mou-Yue Huang, Ching-Hao Lai, Sin-Horng Chen. (2017). FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS. IEEE SigPort. http://sigport.org/2030
Mou-Yue Huang, Ching-Hao Lai, Sin-Horng Chen, 2017. FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS. Available at: http://sigport.org/2030.
Mou-Yue Huang, Ching-Hao Lai, Sin-Horng Chen. (2017). "FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS." Web.
1. Mou-Yue Huang, Ching-Hao Lai, Sin-Horng Chen. FAST AND ACCURATE IMAGE RECOGNITION USING DEEPLY-FUSED BRANCHY NETWORKS [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2030