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Journals >
Laser & Optoelectronics Progress >
Volume 56 >
Issue 7 >
Page 071501 > Article
Laser & Optoelectronics Progress
Vol. 56, Issue 7, 071501 (2019)
Salient Detection Based on Cascaded Convolutional Neural Network
Songlong Zhang
*
and Linbo Xie
**
Author Affiliations
School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
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DOI:
10.3788/LOP56.071501
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Songlong Zhang, Linbo Xie. Salient Detection Based on Cascaded Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071501
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Fig. 1.
Structural diagram of network
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Fig. 2.
Structural diagram of pyramid pooling module
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Fig. 3.
Effect comparison of saliency maps. (a) Original images; (b) GT; (c) without PPM module; (d) with PPM module
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Fig. 4.
Comparison of saliency maps. (a) Original images; (b) GT; (c) proposed algorithm; (d) SRM algorithm; (e) Amulet algorithm; (f) UCF algorithm; (g) DCL algorithm; (h) DHS algorithm; (i) RFCN algorithm; (j) MDF algorithm; (k) BL algorithm; (l) wCO algorithm
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Fig. 5.
P-R curves of different methods in different datasets. (a) ECSSD dataset; (b) SED2 dataset
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Layer
Channel
Kernel size
Dilation rate
1
64
(1+3)×64×3×3
1
2
64
64×64×3×3
1
3
64
64×64×3×3
1
4
128
64×128×3×3
1
5
128
128×128×3×3
2
6
128
128×128×3×3
3
7
1
128×1×3×3
1
Table 1.
Network parameters of BRS
Algorithm
ECSSD
SED2
MAE
F
-measure
MAE
F
-measure
wCO
0.171
0.651
0.131
0.694
BL
0.216
0.684
0.189
0.705
MDF
0.105
0.833
0.115
0.801
RFCN
0.107
0.834
0.113
0.767
DHS
0.060
0.871
0.079
0.822
DCL
0.074
0.827
0.101
0.795
UCF
0.078
0.841
0.086
0.810
Amulet
0.059
0.869
0.080
0.871
SRM
0.056
0.892
0.076
0.894
Base-net
0.073
0.817
0.082
0.787
Base-net+
PPM
0.064
0.842
0.079
0.834
Base-net+
BRS
0.057
0.869
0.075
0.861
Proposed
0.052
0.898
0.070
0.902
Table 2.
Size comparison of two performance indicators
Abstract
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References (26)
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Songlong Zhang, Linbo Xie. Salient Detection Based on Cascaded Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071501
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Paper Information
Category: Machine Vision
Received: Aug. 6, 2018
Accepted: Nov. 20, 2018
Published Online: Apr. 1, 2019
The Author Email: Zhang Songlong (6161905052@vip.jiangnan.edu.cn), Xie Linbo (xielb@126.com)
DOI:
10.3788/LOP56.071501
Recommended Topics
laser devices and laser physics
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