Saliency Detection based on BP- neural Network

被引：0

作者：

Duan, Pan ^{[1
]}

Hu, Bei ^{[2
,3
]}

Sun, Haiying ^{[2
]}

Duan, Qichang ^{[2
]}

机构：

[1] State Grid Chongqing Nanan Power Supply Co, Chongqing 400060, Peoples R China

[2] Chongqing Univ, Coll Automat, Chongqing 400044, Peoples R China

[3] Chongqing Univ Sci & Technol, Chongqing 401331, Peoples R China

来源：

PROCEEDINGS OF THE 2016 12TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA) | 2016年

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Saliency detection has a significant influence on improving image analysis and processing techniques. We propose a novel saliency detection method based on BP-neural Network in this paper. First, we need to segment images into superpixels by the SLIC approach. Secondly, from these superpixels, we extract 10-dimensional feature to describe a superpixel. Finally, we use BP-neural Network to learn the relationship between 10-dimensional feature value and saliency. We show the results that our proposed method outperform the several state-of-the-art methods on MSRA1000 public database.

引用

页码：551 / 555

页数：5

共 50 条

[1] Research on image saliency detection based on deep neural network
Qiu, Linrun
Zhang, Dongbo
Hu, Yingkun
[J]. IET IMAGE PROCESSING, 2024,
[2] Detection Level of Apple Based on BP Neural Network
Li, Xiaoling
Yuan, Jimin
[J]. PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INFORMATION SCIENCES, MACHINERY, MATERIALS AND ENERGY (ICISMME 2015), 2015, 126 : 1668 - 1672
[3] Research on Intrusion Detection Based on BP Neural Network
Chen, Haonan
Liu, Yiyang
Zhao, Jianming
Liu, Xianda
[J]. 2021 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS AND COMPUTER ENGINEERING (ICCECE), 2021, : 79 - 82
[4] A Software Homology Detection based on BP Neural Network
Liu, Rui
Sun, Bo-wen
Tian, Bin
Li, Qi
[J]. CURRENT TRENDS IN COMPUTER SCIENCE AND MECHANICAL AUTOMATION, VOL 1, 2017, : 199 - 210
[5] Study on Wood Detection Based on BP Neural Network
Qi, Dawei
Zhang, Peng
[J]. 2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 3124 - 3129
[6] Convolutional Neural Network for Saliency Detection in Images
Misaghi, Hooman
Moghadam, Reza Askari
Madani, Kurosh
[J]. 2018 6TH IRANIAN JOINT CONGRESS ON FUZZY AND INTELLIGENT SYSTEMS (CFIS), 2018, : 17 - 19
[7] Leakage Detection Method for Piping Network Based on BP Neural Network
Jin Tao
Zhou Ze-yuan
[J]. MECHANICAL ENGINEERING, MATERIALS SCIENCE AND CIVIL ENGINEERING II, 2014, 470 : 738 - 742
[8] CORPORATE FRAUD DETECTION BASED ON IMPROVED BP NEURAL NETWORK
Liu, Wei
Liu, MingMing
Yan, Chun
Qi, Man
Zhang, LuLu
[J]. COMPUTING AND INFORMATICS, 2024, 43 (03) : 611 - 632
[9] A Novel Hardware Trojan Detection Based on BP Neural Network
Li, Jun
Chen, Jihua
Ni, Lin
Zhou, Errui
[J]. 2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2016, : 2790 - 2794
[10] A new QPSO based BP neural network for face detection
Li, Shouyi
Wang, Ronggui
Hu, Weiwei
Sun, Jianqing
[J]. FUZZY INFORMATION AND ENGINEERING, PROCEEDINGS, 2007, 40 : 355 - +

← 1 2 3 4 5 →