Skip to main content
Top
Published in: Neural Computing and Applications 7/2020

11-09-2019 | Deep Learning & Neural Computing for Intelligent Sensing and Control

RETRACTED ARTICLE: Image object detection and semantic segmentation based on convolutional neural network

Authors: Laigang Zhang, Zhou Sheng, Yibin Li, Qun Sun, Ying Zhao, Deying Feng

Published in: Neural Computing and Applications | Issue 7/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, an unsupervised co-segmentation algorithm is proposed, which can be applied to the image with multiple foreground objects simultaneously and the background changes dramatically. The color edge image in RGB space is extracted for semantic extraction. This method can effectively distinguish foreground and background by recursively modeling the appearance distribution of pixels and regions. The coherence of image foreground and background model is enhanced by using the correlation between different image regions and image interior. Experimental results show that deep convolutional neural network can effectively realize semantic classification of scene images by end-to-end feature learning and achieve accurate semantic segmentation of scene images.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Kumar M, Mao YH, Wang YH, Qiu TR, Yang C, Zhang WP (2017) Fuzzy theoretic approach to signals and systems: static systems. Inf Sci 418-419:668–702CrossRefMATH Kumar M, Mao YH, Wang YH, Qiu TR, Yang C, Zhang WP (2017) Fuzzy theoretic approach to signals and systems: static systems. Inf Sci 418-419:668–702CrossRefMATH
2.
go back to reference Zhang WP, Yang JZ, Fang YL, Chen HY, Mao YH, Kumar M (2017) Analytical fuzzy approach to biological data analysis. Saudi J Biol Sci 24(3):563–573CrossRef Zhang WP, Yang JZ, Fang YL, Chen HY, Mao YH, Kumar M (2017) Analytical fuzzy approach to biological data analysis. Saudi J Biol Sci 24(3):563–573CrossRef
3.
go back to reference Wang S, Wang M, Zhao X et al (2018) Two-stage object detection based on deep pruning for remote sensing image. In: International conference on knowledge science, engineering and management. Springer, Cham, pp 137–147 Wang S, Wang M, Zhao X et al (2018) Two-stage object detection based on deep pruning for remote sensing image. In: International conference on knowledge science, engineering and management. Springer, Cham, pp 137–147
4.
go back to reference Suh HP, Kim Y, Suh Y et al (2018) Multidetector computed tomography (CT) analysis of 168 cases in diabetic patients with total superficial femoral artery occlusion: is it safe to use an anterolateral thigh flap without CT angiography in diabetic patients. J Reconstr Microsurg 34(01):065–070CrossRef Suh HP, Kim Y, Suh Y et al (2018) Multidetector computed tomography (CT) analysis of 168 cases in diabetic patients with total superficial femoral artery occlusion: is it safe to use an anterolateral thigh flap without CT angiography in diabetic patients. J Reconstr Microsurg 34(01):065–070CrossRef
5.
go back to reference Yuan C, Xia Z, Jiang L (2019) Fingerprint liveness detection using an improved CNN with image scale equalization. IEEE Access 7(99):26953–26966CrossRef Yuan C, Xia Z, Jiang L (2019) Fingerprint liveness detection using an improved CNN with image scale equalization. IEEE Access 7(99):26953–26966CrossRef
6.
go back to reference Vijayan M, Ramasundaram M (2018) Moving object detection using vector image model. Optik 168:963–973CrossRef Vijayan M, Ramasundaram M (2018) Moving object detection using vector image model. Optik 168:963–973CrossRef
7.
go back to reference Wei P, Ball JE, Anderson DT (2018) Fusion of an ensemble of augmented image detectors for robust object detection. Sensors 18(3):894CrossRef Wei P, Ball JE, Anderson DT (2018) Fusion of an ensemble of augmented image detectors for robust object detection. Sensors 18(3):894CrossRef
8.
go back to reference Royer E, Bouchara F (2018) Guiding text image keypoints extraction through layout analysis. In: IAPR international conference on document analysis and recognition. IEEE, pp 9–14 Royer E, Bouchara F (2018) Guiding text image keypoints extraction through layout analysis. In: IAPR international conference on document analysis and recognition. IEEE, pp 9–14
9.
go back to reference Minaee S, Wang Y (2018) Text extraction from texture images using masked signal decomposition. In: IEEE global conference on signal and information processing. IEEE, pp 1210–1214 Minaee S, Wang Y (2018) Text extraction from texture images using masked signal decomposition. In: IEEE global conference on signal and information processing. IEEE, pp 1210–1214
10.
go back to reference Vasilopoulos N, Wasfi Y, Kavallieratou E (2018) Automatic text extraction from arabic newspapers. In: International conference image analysis and recognition. Springer, Cham, pp 505–510 Vasilopoulos N, Wasfi Y, Kavallieratou E (2018) Automatic text extraction from arabic newspapers. In: International conference image analysis and recognition. Springer, Cham, pp 505–510
11.
go back to reference Bai D, Wang C, Bo Z (2018) CNN feature boosted SeqSLAM for real-time loop closure detection. Chin J Electron 27(3):488–499CrossRef Bai D, Wang C, Bo Z (2018) CNN feature boosted SeqSLAM for real-time loop closure detection. Chin J Electron 27(3):488–499CrossRef
12.
go back to reference Liang F, Shen C, Wu F (2018) An iterative BP-CNN architecture for channel decoding. IEEE J Sel Top Signal Process 12(1):144–159CrossRef Liang F, Shen C, Wu F (2018) An iterative BP-CNN architecture for channel decoding. IEEE J Sel Top Signal Process 12(1):144–159CrossRef
13.
go back to reference Huan Du, Liu Zhi, Song Hangke, Mei Lin, Zheng Xu (2016) Improving RGBD saliency detection using progressive region classification and saliency fusion. IEEE Access 4:8987–8994CrossRef Huan Du, Liu Zhi, Song Hangke, Mei Lin, Zheng Xu (2016) Improving RGBD saliency detection using progressive region classification and saliency fusion. IEEE Access 4:8987–8994CrossRef
14.
go back to reference Dai D, Sakaridis C, Hecker S (2019) Curriculum model adaptation with synthetic and real data for semantic foggy scene understanding. Int J Comput Vision 11:1–23 Dai D, Sakaridis C, Hecker S (2019) Curriculum model adaptation with synthetic and real data for semantic foggy scene understanding. Int J Comput Vision 11:1–23
15.
go back to reference Zhang C, Pan X, Hl Li (2018) A hybrid MLP-CNN classifier for very fine resolution remotely sensed image classification. ISPRS J Photogram Rem Sens 140:133–144CrossRef Zhang C, Pan X, Hl Li (2018) A hybrid MLP-CNN classifier for very fine resolution remotely sensed image classification. ISPRS J Photogram Rem Sens 140:133–144CrossRef
16.
go back to reference Khatami A, Babaie M, Tizhoosh HR (2010) A sequential search-space shrinking using CNN transfer learning and a radon projection pool for medical image retrieval. Expert Syst Appl 100:224–233CrossRef Khatami A, Babaie M, Tizhoosh HR (2010) A sequential search-space shrinking using CNN transfer learning and a radon projection pool for medical image retrieval. Expert Syst Appl 100:224–233CrossRef
17.
go back to reference Tama BA, Rhee K-H (2019) An in-depth experimental study of anomaly detection using gradient boosted machine. Neural Comput Appl 31(4):955–965CrossRef Tama BA, Rhee K-H (2019) An in-depth experimental study of anomaly detection using gradient boosted machine. Neural Comput Appl 31(4):955–965CrossRef
18.
go back to reference Yokota F, Otake Y, Takao M (2018) Automated muscle segmentation from CT images of the hip and thigh using a hierarchical multi-atlas method. Int J Comput Assist Radiol Surg 13(9):1–10 Yokota F, Otake Y, Takao M (2018) Automated muscle segmentation from CT images of the hip and thigh using a hierarchical multi-atlas method. Int J Comput Assist Radiol Surg 13(9):1–10
19.
go back to reference Keun CH, Seop KH, Ho JS (2012) Sonography of affected and unaffected shoulders in hemiplegic patients: analysis of the relationship between sonographic imaging data and clinical variables. Ann Rehabil Med 36(6):828–835CrossRef Keun CH, Seop KH, Ho JS (2012) Sonography of affected and unaffected shoulders in hemiplegic patients: analysis of the relationship between sonographic imaging data and clinical variables. Ann Rehabil Med 36(6):828–835CrossRef
20.
go back to reference Dutta A, Zhong Y, Depraetere B (2014) Model-based and model-free learning strategies for wet clutch control. Mechatronics 24(8):1008–1020CrossRef Dutta A, Zhong Y, Depraetere B (2014) Model-based and model-free learning strategies for wet clutch control. Mechatronics 24(8):1008–1020CrossRef
21.
go back to reference Kim S, Ji Y, Lee KB (2018) An effective sign language learning with object detection based ROI segmentation. In: IEEE international conference on robotic computing. IEEE Computer Society, pp 330–333 Kim S, Ji Y, Lee KB (2018) An effective sign language learning with object detection based ROI segmentation. In: IEEE international conference on robotic computing. IEEE Computer Society, pp 330–333
22.
go back to reference Wang K, Liang L, Yan X (2018) Cost-effective object detection: active sample mining with switchable selection criteria. IEEE Trans Neural Netw Learn Syst 99:1–17 Wang K, Liang L, Yan X (2018) Cost-effective object detection: active sample mining with switchable selection criteria. IEEE Trans Neural Netw Learn Syst 99:1–17
23.
go back to reference Khanzadeh T, Hagh MF, Talebi M (2018) Investigation ofBAXandBCL2expression and apoptosis in a resveratrol- and prednisolone-treated human T-ALL cell line, CCRF-CEM. Blood Res 53(1):53–60CrossRef Khanzadeh T, Hagh MF, Talebi M (2018) Investigation ofBAXandBCL2expression and apoptosis in a resveratrol- and prednisolone-treated human T-ALL cell line, CCRF-CEM. Blood Res 53(1):53–60CrossRef
24.
go back to reference Fei Y, Wang KCP, Zhang A (2019) Pixel-level cracking detection on 3D asphalt pavement images through deep-learning-based CrackNet-V. IEEE Trans Intell Transp Syst 99:1–12 Fei Y, Wang KCP, Zhang A (2019) Pixel-level cracking detection on 3D asphalt pavement images through deep-learning-based CrackNet-V. IEEE Trans Intell Transp Syst 99:1–12
25.
go back to reference Kim Y, Kang BN, Kim D (2018) Detector with focus: normalizing gradient in image pyramid. In: IEEE international conference on image processing. IEEE, pp 420–424 Kim Y, Kang BN, Kim D (2018) Detector with focus: normalizing gradient in image pyramid. In: IEEE international conference on image processing. IEEE, pp 420–424
26.
go back to reference Liang Y, Zhang Y, Chen Z (2019) Re-nucleation and etching of graphene during the cooling stage of chemical vapor deposition. J Electron Mater 48(3):1740–1745CrossRef Liang Y, Zhang Y, Chen Z (2019) Re-nucleation and etching of graphene during the cooling stage of chemical vapor deposition. J Electron Mater 48(3):1740–1745CrossRef
27.
go back to reference Glasner D, Galun M, Alpert S (2012) Viewpoint-aware object detection and continuous pose estimation. Image Vis Comput 30(12):923–933CrossRef Glasner D, Galun M, Alpert S (2012) Viewpoint-aware object detection and continuous pose estimation. Image Vis Comput 30(12):923–933CrossRef
28.
go back to reference Kang MS, Lim YC (2018) High performance and fast object detection in road environments. In: Seventh international conference on image processing theory, TOOLS and applications. IEEE, pp 1–6 Kang MS, Lim YC (2018) High performance and fast object detection in road environments. In: Seventh international conference on image processing theory, TOOLS and applications. IEEE, pp 1–6
29.
go back to reference Furuta R, Tsubaki I, Yamasaki T (2018) Fast volume seam carving with multipass dynamic programming. IEEE Trans Circuits Syst Video Technol 28(5):1087–1101CrossRef Furuta R, Tsubaki I, Yamasaki T (2018) Fast volume seam carving with multipass dynamic programming. IEEE Trans Circuits Syst Video Technol 28(5):1087–1101CrossRef
Metadata
Title
RETRACTED ARTICLE: Image object detection and semantic segmentation based on convolutional neural network
Authors
Laigang Zhang
Zhou Sheng
Yibin Li
Qun Sun
Ying Zhao
Deying Feng
Publication date
11-09-2019
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 7/2020
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-019-04491-4

Other articles of this Issue 7/2020

Neural Computing and Applications 7/2020 Go to the issue

Premium Partner