Optimizing diabetic retinopathy detection with inception-V4 and dynamic version of snow leopard optimization algorithm
•Integration of an optimized Inception-V4 for Diabetic Retinopathy Detection.•Using dynamic version of Snow Leopard Optimization algorithm for optimizing Inception-V4.•Improved diagnostic performance and early-stage detection.•Comparative evaluation with state-of-the-art models. Diabetic retinopathy...
Uložené v:
| Vydané v: | Biomedical signal processing and control Ročník 96; s. 106501 |
|---|---|
| Hlavní autori: | , , , , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
| Vydavateľské údaje: |
Elsevier Ltd
01.10.2024
|
| Predmet: | |
| ISSN: | 1746-8094 |
| On-line prístup: | Získať plný text |
| Tagy: |
Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
|
| Abstract | •Integration of an optimized Inception-V4 for Diabetic Retinopathy Detection.•Using dynamic version of Snow Leopard Optimization algorithm for optimizing Inception-V4.•Improved diagnostic performance and early-stage detection.•Comparative evaluation with state-of-the-art models.
Diabetic retinopathy is a severe ocular condition that can result in vision loss due to damage to the retinal vessels. Early detection is of paramount importance in reducing the risk of further vision impairment and guiding appropriate treatment strategies. This study presents an innovative approach to enhance the accuracy and efficiency of diabetic retinopathy detection by integrating the Inception-V4 deep learning-based neural network with a modified dynamic Snow Leopard Optimization (DSLO) algorithm. The DSLO algorithm optimizes feature selection, thereby contributing to improved diagnostic performance. By analyzing digital images obtained during routine eye exams, automated image processing algorithms can identify early signs of diabetic retinopathy, such as leaking vessels or optic nerve edema. The proposed Inception-V4/DSLO model is evaluated using a practical dataset, Diabetic Retinopathy 2015, and compared to other state-of-the-art models, including mining local and long‐range dependence (MLLD), parallel convolutional neural network (PCNN) and ELM classifier (PCNN/ELM), diabetic retinopathy using convolutional neural networks for feature extraction and classification (DRFEC), Retrained AlexNet convolutional neural network (R-AlexNet), and Deep-DR demonstrating superior performance and improved detection of early-stage diabetic retinopathy cases. |
|---|---|
| AbstractList | •Integration of an optimized Inception-V4 for Diabetic Retinopathy Detection.•Using dynamic version of Snow Leopard Optimization algorithm for optimizing Inception-V4.•Improved diagnostic performance and early-stage detection.•Comparative evaluation with state-of-the-art models.
Diabetic retinopathy is a severe ocular condition that can result in vision loss due to damage to the retinal vessels. Early detection is of paramount importance in reducing the risk of further vision impairment and guiding appropriate treatment strategies. This study presents an innovative approach to enhance the accuracy and efficiency of diabetic retinopathy detection by integrating the Inception-V4 deep learning-based neural network with a modified dynamic Snow Leopard Optimization (DSLO) algorithm. The DSLO algorithm optimizes feature selection, thereby contributing to improved diagnostic performance. By analyzing digital images obtained during routine eye exams, automated image processing algorithms can identify early signs of diabetic retinopathy, such as leaking vessels or optic nerve edema. The proposed Inception-V4/DSLO model is evaluated using a practical dataset, Diabetic Retinopathy 2015, and compared to other state-of-the-art models, including mining local and long‐range dependence (MLLD), parallel convolutional neural network (PCNN) and ELM classifier (PCNN/ELM), diabetic retinopathy using convolutional neural networks for feature extraction and classification (DRFEC), Retrained AlexNet convolutional neural network (R-AlexNet), and Deep-DR demonstrating superior performance and improved detection of early-stage diabetic retinopathy cases. |
| ArticleNumber | 106501 |
| Author | Alfarraj, Osama Shaikh, Zaffar Ahmed Elghatwary, Magdy Thwin, Myo Qin, Haoshen Yang, Jing Tolba, Amr Por, Lip Yee |
| Author_xml | – sequence: 1 givenname: Jing surname: Yang fullname: Yang, Jing email: s2147529@siswa.um.edu.my organization: Department of Computer System and Technology, Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia – sequence: 2 givenname: Haoshen surname: Qin fullname: Qin, Haoshen email: h.qin@ufl.edu organization: Department of Computer & Information Science & Engineering, Herbert Wertheim College of Engineering, University of Florida, Gainesville 32611, USA – sequence: 3 givenname: Lip Yee surname: Por fullname: Por, Lip Yee email: porlip@um.edu.my organization: Department of Computer System and Technology, Faculty of Computer Science and Information Technology, Universiti Malaya, 50603 Kuala Lumpur, Malaysia – sequence: 4 givenname: Zaffar Ahmed surname: Shaikh fullname: Shaikh, Zaffar Ahmed organization: Department of Computer Science and Information Technology, Benazir Bhutto Shaheed University Lyari, Karachi 75660, Pakistan – sequence: 5 givenname: Osama surname: Alfarraj fullname: Alfarraj, Osama organization: Computer Science Department, Community College, King Saud University, Riyadh 11437, Saudi Arabia – sequence: 6 givenname: Amr surname: Tolba fullname: Tolba, Amr organization: Computer Science Department, Community College, King Saud University, Riyadh 11437, Saudi Arabia – sequence: 7 givenname: Magdy surname: Elghatwary fullname: Elghatwary, Magdy organization: Biomedical Technology Department, College of Applied Medical Sciences, King Saud University, Riyadh 12372, Saudi Arabia – sequence: 8 givenname: Myo surname: Thwin fullname: Thwin, Myo organization: Saveetha School of Engineering, SIMATS, Chennai, Tamil Nadu 602105, India |
| BookMark | eNp9kMtqAyEUQF2k0CTtD3TlD0yqjvMIdFNCXxDIpu1WjN5JDDM6qCSkX18n01UX2VxRPAfumaGJdRYQeqBkQQktHw-LbejVghHG00NZEDpBU1rxMqvJkt-iWQgHQnhdUT5Fx00fTWd-jN1hbeQWolHYp2ldL-P-jDVEUNE4i08m7rGxCvrhmn1zLK3G-mxll5gj-DD8cg0O1p1wC0ngNXajX14Ust05nzTdHbppZBvg_u-co6_Xl8_Ve7bevH2snteZYjmJGdW0LJQkOVQFQJNrmsuiakrgGkolNadMLTUFmWbDCk4qxijfFkrBkuRNnc8RG73KuxA8NKL3ppP-LCgRQy1xEEMtMdQSY60E1f8gZeJlgeilaa-jTyMKaamjAS-CMpCaaeNTRqGduYb_AuYCjc4 |
| CitedBy_id | crossref_primary_10_1016_j_compbiomed_2025_110054 crossref_primary_10_3390_su17156992 crossref_primary_10_1007_s44163_025_00328_3 crossref_primary_10_1177_20552076251361603 crossref_primary_10_3390_su162410985 crossref_primary_10_1002_ima_70161 crossref_primary_10_1007_s42519_024_00422_2 crossref_primary_10_37349_emed_2025_1001341 crossref_primary_10_1177_15330338251370439 crossref_primary_10_1016_j_cmpbup_2025_100212 crossref_primary_10_7717_peerj_cs_2787 crossref_primary_10_1002_eng2_70358 crossref_primary_10_1007_s00034_025_03266_8 crossref_primary_10_1016_j_imu_2025_101655 crossref_primary_10_1016_j_icte_2025_09_003 crossref_primary_10_1016_j_imu_2025_101620 crossref_primary_10_1016_j_bspc_2025_108161 crossref_primary_10_7717_peerj_cs_2795 crossref_primary_10_1016_j_eswa_2025_128852 crossref_primary_10_1038_s41598_024_84478_x crossref_primary_10_1109_ACCESS_2024_3482391 crossref_primary_10_32604_iasc_2025_058509 crossref_primary_10_54691_py2h2y60 |
| Cites_doi | 10.1007/s00521-015-1870-7 10.12688/f1000research.122288.1 10.1016/j.engappai.2020.103541 10.1016/j.eswa.2023.119557 10.1109/ICCSP.2015.7322758 10.1016/j.csite.2024.104005 10.36227/techrxiv.22292719.v1 10.3390/math9212832 10.1109/ASET53988.2022.9734314 10.1007/s11042-022-14165-4 10.1016/j.autcon.2021.103678 10.1002/acs.3708 10.1007/s11042-020-09831-4 10.3390/bios13010096 10.36227/techrxiv.24132564.v1 10.1016/j.autcon.2023.104849 10.1016/j.istruc.2020.07.058 10.1016/j.bspc.2022.103792 10.1016/j.bspc.2024.106024 10.3233/JIFS-169452 10.1016/j.bspc.2024.106324 10.1016/j.apsb.2022.05.024 10.1002/adhm.201900772 10.1016/j.neucom.2024.127575 10.1016/j.bspc.2023.105858 10.1016/j.swevo.2018.02.013 |
| ContentType | Journal Article |
| Copyright | 2024 Elsevier Ltd |
| Copyright_xml | – notice: 2024 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.bspc.2024.106501 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| ExternalDocumentID | 10_1016_j_bspc_2024_106501 S1746809424005597 |
| GroupedDBID | --- --K --M .~1 0R~ 1B1 1~. 1~5 23N 4.4 457 4G. 5GY 5VS 6J9 7-5 71M 8P~ AACTN AAEDT AAEDW AAIKJ AAKOC AALRI AAOAW AAQFI AAXUO AAYFN ABBOA ABFNM ABFRF ABJNI ABMAC ABXDB ACDAQ ACGFO ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEFWE AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJOXV AKRWK ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD AXJTR BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EJD EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN G-Q GBLVA GBOLZ HZ~ IHE J1W JJJVA KOM M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 RIG ROL RPZ SDF SDG SES SPC SPCBC SST SSV SSZ T5K UNMZH ~G- 9DU AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AIGII AIIUN AKBMS AKYEP ANKPU APXCP CITATION EFKBS EFLBG ~HD |
| ID | FETCH-LOGICAL-c230t-1d165ca03e75eef3d13a57f6e4de6cad412c9d1eac9df254072214b5cce903f83 |
| ISICitedReferencesCount | 16 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001296317600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 1746-8094 |
| IngestDate | Tue Nov 18 20:57:44 EST 2025 Sat Nov 29 02:51:26 EST 2025 Sat Aug 17 15:43:23 EDT 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Diabetic retinopathy Dynamic snow leopard optimization Medical imaging Inception-V4 Early detection |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c230t-1d165ca03e75eef3d13a57f6e4de6cad412c9d1eac9df254072214b5cce903f83 |
| ParticipantIDs | crossref_primary_10_1016_j_bspc_2024_106501 crossref_citationtrail_10_1016_j_bspc_2024_106501 elsevier_sciencedirect_doi_10_1016_j_bspc_2024_106501 |
| PublicationCentury | 2000 |
| PublicationDate | October 2024 2024-10-00 |
| PublicationDateYYYYMMDD | 2024-10-01 |
| PublicationDate_xml | – month: 10 year: 2024 text: October 2024 |
| PublicationDecade | 2020 |
| PublicationTitle | Biomedical signal processing and control |
| PublicationYear | 2024 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Raza, Khan, Saeed, Samer, Mobeen, Samer (b0195) 2021 Mirjalili, Mirjalili, Hatamlou (b0165) 2016; 27 Kumar, Bhalerao (b0020) 2014; 9 Liu, Wang, Liu, Xu, Zhao (b0145) 2024; 584 B.C. Biswas S.V. Bhalerao A real time based wireless wearable EEG device for epilepsy seizure control 2015 International Conference on Communications and Signal Processing (ICCSP) 2015 IEEE 0149 0153. Luo (b0090) 2023 Liu, Ghadimi (b0035) 2024; 91 Luo (b0125) 2023 Bhalerao, Pachori (b0040) 2022; 77 Zhang (b0010) 2024; 90 Bhalerao, Pachori (b0030) 2023 Nahiduzzaman (b0095) 2023; 217 Zhang (b0140) 2020; 9 S. Bhalerao, R.B. Pachori, Automated classification of cognitive visual objects using multivariate swarm sparse decomposition from multichannel EEG-MEG signals, Authorea Preprints, 2023. Li (b0005) 2024; 54 N. Nasir, P. Oswald, O. Alshaltone, F. Barneih, M. Al Shabi, A. Al-Shammaa, Deep DR: detection of diabetic retinopathy using a convolutional neural network, in: 2022 Advances in Science and Engineering Technology International Conferences (ASET), 2022, pp. 1-5: IEEE. Hammoud, Tikhomirov, Shaheen (b0060) 2021 Kaur, Awasthi, Sangal, Dhiman (b0160) 2020; 90 Arias-Serrano (b0105) 2023; 12 Han (b0045) 2024; 94 Luo, Zeng, Bao, Xu (b0120) 2019 Das, Biswas, Bandyopadhyay (b0100) 2023; 82 Jain, Maurya, Rani, Singh (b0175) 2018; 34 Mittal, Tripathi, Pandey, Pal (b0155) 2021; 80 Tikhomirov, Kapravchuk, Briko, Malakhov, Kobelev, Hammoud (b0075) 2022 S. Bhalerao, R. B. Pachori, ESSDM: an enhanced sparse swarm decomposition method and its application in multi‐class motor imagery–based EEG-BCI system, Authorea Preprints, 2023. Liu, Bao (b0080) 2023; 150 Coufal, Hubálovský, Hubálovská, Balogh (b0190) 2021; 9 Lei (b0130) 2022; 12 A. Kaveh, M. Khanzadi, M.R. Moghaddam, Billiards-inspired optimization algorithm; a new meta-heuristic method, in: Structures, Elsevier, 2020, vol. 27, pp. 1722-1739. Liu, Liu, Yang, Hao, Bao (b0085) 2021; 126 Wu, Ding, Xu, Niu, Zhao (b0135) 2024 Hammoud, Myasishcheva, Shaheen, Tikhomirov, Briko, Shchukin (b0070) 2022 G. Wu, R. Mallipeddi, P.N. Suganthan, Problem definitions and evaluation criteria for the CEC 2017 competition on constrained real-parameter optimization, National University of Defense Technology, Changsha, Hunan, PR China and Kyungpook National University, Daegu, South Korea and Nanyang Technological University, Singapore, Technical Report, 2017. Hammoud, Tikhomirov, Briko, Volkov, Karapetyan, Shchukin (b0065) 2023; 13 Jain, Singh, Rani (b0180) 2019; 44 Diabetic Retinopathy 2015 Data Colored Resized, S. R. RATH, Ed., 2 ed. USA: kaggle, 2018. Huang, Zong, Xu, Wang, Zhao (b0150) 2024; 38 Pachori (b0055) 2023 Liu (10.1016/j.bspc.2024.106501_b0085) 2021; 126 Liu (10.1016/j.bspc.2024.106501_b0145) 2024; 584 10.1016/j.bspc.2024.106501_b0185 10.1016/j.bspc.2024.106501_b0025 Nahiduzzaman (10.1016/j.bspc.2024.106501_b0095) 2023; 217 Coufal (10.1016/j.bspc.2024.106501_b0190) 2021; 9 Huang (10.1016/j.bspc.2024.106501_b0150) 2024; 38 Kumar (10.1016/j.bspc.2024.106501_b0020) 2014; 9 Bhalerao (10.1016/j.bspc.2024.106501_b0030) 2023 Pachori (10.1016/j.bspc.2024.106501_b0055) 2023 Mirjalili (10.1016/j.bspc.2024.106501_b0165) 2016; 27 Luo (10.1016/j.bspc.2024.106501_b0090) 2023 Li (10.1016/j.bspc.2024.106501_b0005) 2024; 54 Liu (10.1016/j.bspc.2024.106501_b0080) 2023; 150 Das (10.1016/j.bspc.2024.106501_b0100) 2023; 82 Luo (10.1016/j.bspc.2024.106501_b0125) 2023 Kaur (10.1016/j.bspc.2024.106501_b0160) 2020; 90 10.1016/j.bspc.2024.106501_b0050 Zhang (10.1016/j.bspc.2024.106501_b0010) 2024; 90 Luo (10.1016/j.bspc.2024.106501_b0120) 2019 10.1016/j.bspc.2024.106501_b0170 Jain (10.1016/j.bspc.2024.106501_b0175) 2018; 34 10.1016/j.bspc.2024.106501_b0110 Hammoud (10.1016/j.bspc.2024.106501_b0060) 2021 Lei (10.1016/j.bspc.2024.106501_b0130) 2022; 12 10.1016/j.bspc.2024.106501_b0115 10.1016/j.bspc.2024.106501_b0015 Hammoud (10.1016/j.bspc.2024.106501_b0070) 2022 Wu (10.1016/j.bspc.2024.106501_b0135) 2024 Zhang (10.1016/j.bspc.2024.106501_b0140) 2020; 9 Liu (10.1016/j.bspc.2024.106501_b0035) 2024; 91 Han (10.1016/j.bspc.2024.106501_b0045) 2024; 94 Jain (10.1016/j.bspc.2024.106501_b0180) 2019; 44 Mittal (10.1016/j.bspc.2024.106501_b0155) 2021; 80 Bhalerao (10.1016/j.bspc.2024.106501_b0040) 2022; 77 Hammoud (10.1016/j.bspc.2024.106501_b0065) 2023; 13 Tikhomirov (10.1016/j.bspc.2024.106501_b0075) 2022 Arias-Serrano (10.1016/j.bspc.2024.106501_b0105) 2023; 12 Raza (10.1016/j.bspc.2024.106501_b0195) 2021 |
| References_xml | – volume: 27 start-page: 495 year: 2016 end-page: 513 ident: b0165 article-title: Multi-verse optimizer: a nature-inspired algorithm for global optimization publication-title: Neural Comput. Appl. – year: 2023 ident: b0030 article-title: Clustering sparse swarm decomposition for automated recognition of upper limb movements from non-homogeneous cross-channel EEG signals publication-title: IEEE Sens. Lett. – volume: 217 year: 2023 ident: b0095 article-title: Diabetic retinopathy identification using parallel convolutional neural network based feature extractor and ELM classifier publication-title: Exp. Syst. Appl. – volume: 584 year: 2024 ident: b0145 article-title: Sliding-mode surface-based adaptive optimal nonzero-sum games for saturated nonlinear multi-player systems with identifier-critic networks publication-title: Neurocomputing – start-page: 082 year: 2022 end-page: 085 ident: b0075 article-title: Evaluation of the effect of low-frequency electromagnetic fields on muscle recovery during the training process: a pilot study publication-title: 2022 Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT) – reference: N. Nasir, P. Oswald, O. Alshaltone, F. Barneih, M. Al Shabi, A. Al-Shammaa, Deep DR: detection of diabetic retinopathy using a convolutional neural network, in: 2022 Advances in Science and Engineering Technology International Conferences (ASET), 2022, pp. 1-5: IEEE. – volume: 44 start-page: 148 year: 2019 end-page: 175 ident: b0180 article-title: A novel nature-inspired algorithm for optimization: Squirrel search algorithm publication-title: Swarm Evol. Comput. – reference: Diabetic Retinopathy 2015 Data Colored Resized, S. R. RATH, Ed., 2 ed. USA: kaggle, 2018. – volume: 12 start-page: 3877 year: 2022 end-page: 3890 ident: b0130 article-title: Gli1 promotes epithelial–mesenchymal transition and metastasis of non-small cell lung carcinoma by regulating snail transcriptional activity and stability publication-title: Acta Pharm. Sin. B – start-page: 0113 year: 2021 end-page: 0116 ident: b0060 article-title: Automatic bio-impedance signal analysis: smoothing processes efficacy evaluation in determining the vascular tone type publication-title: 2021 Ural Symposium on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT) – volume: 9 start-page: 110 year: 2014 end-page: 115 ident: b0020 article-title: Detection of tumor in liver using image segmentation and registration technique publication-title: J. Electron. Commun. Eng. – volume: 9 start-page: 1900772 year: 2020 ident: b0140 article-title: Homotypic targeting delivery of siRNA with artificial cancer cells publication-title: Adv. Healthc. Mater. – reference: S. Bhalerao, R.B. Pachori, Automated classification of cognitive visual objects using multivariate swarm sparse decomposition from multichannel EEG-MEG signals, Authorea Preprints, 2023. – reference: S. Bhalerao, R. B. Pachori, ESSDM: an enhanced sparse swarm decomposition method and its application in multi‐class motor imagery–based EEG-BCI system, Authorea Preprints, 2023. – volume: 80 start-page: 7581 year: 2021 end-page: 7608 ident: b0155 article-title: Gravitational search algorithm: a comprehensive analysis of recent variants publication-title: Multimed. Tools Appl. – reference: B.C. Biswas S.V. Bhalerao A real time based wireless wearable EEG device for epilepsy seizure control 2015 International Conference on Communications and Signal Processing (ICCSP) 2015 IEEE 0149 0153. – volume: 126 year: 2021 ident: b0085 article-title: Measuring distance using ultra-wideband radio technology enhanced by extreme gradient boosting decision tree (XGBoost) publication-title: Autom. Constr. – start-page: 137 year: 2021 end-page: 142 ident: b0195 publication-title: Classification of Eye Diseases and Detection of Cataract Using Digital Fundus Imaging (DFI) and Inception-V4 Deep Learning Model – volume: 9 start-page: 2832 year: 2021 ident: b0190 article-title: Snow leopard optimization algorithm: a new nature-based optimization algorithm for solving optimization problems publication-title: Mathematics – volume: 150 year: 2023 ident: b0080 article-title: Real-time remote measurement of distance using ultra-wideband (UWB) sensors publication-title: Autom. Constr. – volume: 91 year: 2024 ident: b0035 article-title: Hybrid convolutional neural network and Flexible Dwarf Mongoose Optimization Algorithm for strong kidney stone diagnosis publication-title: Biomed. Signal Process. Control – volume: 13 start-page: 96 year: 2023 ident: b0065 article-title: Evaluation of the information content for determining the vascular tone type of the lower extremities in varicose veins: a case study publication-title: Biosensors – volume: 54 year: 2024 ident: b0005 article-title: Evaluating the efficiency of CCHP systems in Xinjiang Uygur Autonomous Region: an optimal strategy based on improved mother optimization algorithm publication-title: Case Stud. Therm. Eng. – start-page: 074 year: 2022 end-page: 077 ident: b0070 article-title: Extraction of respiratory patterns using thoracic bio-impedance channels publication-title: 2022 Ural-Siberian Conference on Biomedical Engineering, Radioelectronics and Information Technology (USBEREIT) – volume: 82 start-page: 29943 year: 2023 end-page: 30001 ident: b0100 article-title: Detection of diabetic retinopathy using convolutional neural networks for feature extraction and classification (DRFEC) publication-title: Multimed. Tools Appl. – reference: A. Kaveh, M. Khanzadi, M.R. Moghaddam, Billiards-inspired optimization algorithm; a new meta-heuristic method, in: Structures, Elsevier, 2020, vol. 27, pp. 1722-1739. – volume: 77 year: 2022 ident: b0040 article-title: Sparse spectrum based swarm decomposition for robust nonstationary signal analysis with application to sleep apnea detection from EEG publication-title: Biomed. Signal Process. Control – volume: 90 year: 2024 ident: b0010 article-title: A deep learning outline aimed at prompt skin cancer detection utilizing gated recurrent unit networks and improved orca predation algorithm publication-title: Biomed. Signal Process. Control – start-page: 1 year: 2024 end-page: 15 ident: b0135 article-title: Periodic event-triggered bipartite containment control for nonlinear multi-agent systems with iuput delay publication-title: Int. J. Syst. Sci. – volume: 94 year: 2024 ident: b0045 article-title: Timely detection of skin cancer: an AI-based approach on the basis of the integration of Echo State Network and adapted Seasons Optimization Algorithm publication-title: Biomed. Signal Process. Control – year: 2023 ident: b0090 article-title: A deep convolutional neural network for diabetic retinopathy detection via mining local and long-range dependence publication-title: CAAI Trans. Intell. Technol. – volume: 12 start-page: 14 year: 2023 ident: b0105 article-title: Artificial intelligence based glaucoma and diabetic retinopathy detection using MATLAB—Retrained AlexNet convolutional neural network publication-title: F1000Research – volume: 38 start-page: 437 year: 2024 end-page: 454 ident: b0150 article-title: Adaptive dynamic surface control of MIMO nonlinear systems: a hybrid event triggering mechanism publication-title: Int. J. Adapt Control Signal Process. – volume: 90 year: 2020 ident: b0160 article-title: Tunicate Swarm Algorithm: a new bio-inspired based metaheuristic paradigm for global optimization publication-title: Eng. Appl. Artif. Intel. – start-page: 1 year: 2019 end-page: 8 ident: b0120 article-title: Deep learning-based strategy for macromolecules classification with imbalanced data from cellular electron cryotomography publication-title: 2019 International Joint Conference on Neural Networks (IJCNN) – year: 2023 ident: b0055 article-title: Time-Frequency Analysis Techniques and their Applications – reference: G. Wu, R. Mallipeddi, P.N. Suganthan, Problem definitions and evaluation criteria for the CEC 2017 competition on constrained real-parameter optimization, National University of Defense Technology, Changsha, Hunan, PR China and Kyungpook National University, Daegu, South Korea and Nanyang Technological University, Singapore, Technical Report, 2017. – start-page: 17 year: 2023 end-page: 22 ident: b0125 article-title: Knowledge-guided aspect-based summarization publication-title: 2023 International Conference on Communications, Computing and Artificial Intelligence (CCCAI) – volume: 34 start-page: 1573 year: 2018 end-page: 1582 ident: b0175 article-title: Owl search algorithm: a novel nature-inspired heuristic paradigm for global optimization publication-title: J. Intell. Fuzzy Syst. – volume: 27 start-page: 495 issue: 2 year: 2016 ident: 10.1016/j.bspc.2024.106501_b0165 article-title: Multi-verse optimizer: a nature-inspired algorithm for global optimization publication-title: Neural Comput. Appl. doi: 10.1007/s00521-015-1870-7 – volume: 12 start-page: 14 year: 2023 ident: 10.1016/j.bspc.2024.106501_b0105 article-title: Artificial intelligence based glaucoma and diabetic retinopathy detection using MATLAB—Retrained AlexNet convolutional neural network publication-title: F1000Research doi: 10.12688/f1000research.122288.1 – volume: 9 start-page: 110 issue: 2 year: 2014 ident: 10.1016/j.bspc.2024.106501_b0020 article-title: Detection of tumor in liver using image segmentation and registration technique publication-title: J. Electron. Commun. Eng. – start-page: 137 year: 2021 ident: 10.1016/j.bspc.2024.106501_b0195 – volume: 90 year: 2020 ident: 10.1016/j.bspc.2024.106501_b0160 article-title: Tunicate Swarm Algorithm: a new bio-inspired based metaheuristic paradigm for global optimization publication-title: Eng. Appl. Artif. Intel. doi: 10.1016/j.engappai.2020.103541 – volume: 217 year: 2023 ident: 10.1016/j.bspc.2024.106501_b0095 article-title: Diabetic retinopathy identification using parallel convolutional neural network based feature extractor and ELM classifier publication-title: Exp. Syst. Appl. doi: 10.1016/j.eswa.2023.119557 – ident: 10.1016/j.bspc.2024.106501_b0050 doi: 10.1109/ICCSP.2015.7322758 – volume: 54 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0005 article-title: Evaluating the efficiency of CCHP systems in Xinjiang Uygur Autonomous Region: an optimal strategy based on improved mother optimization algorithm publication-title: Case Stud. Therm. Eng. doi: 10.1016/j.csite.2024.104005 – start-page: 17 year: 2023 ident: 10.1016/j.bspc.2024.106501_b0125 article-title: Knowledge-guided aspect-based summarization – ident: 10.1016/j.bspc.2024.106501_b0025 doi: 10.36227/techrxiv.22292719.v1 – volume: 9 start-page: 2832 issue: 21 year: 2021 ident: 10.1016/j.bspc.2024.106501_b0190 article-title: Snow leopard optimization algorithm: a new nature-based optimization algorithm for solving optimization problems publication-title: Mathematics doi: 10.3390/math9212832 – start-page: 1 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0135 article-title: Periodic event-triggered bipartite containment control for nonlinear multi-agent systems with iuput delay publication-title: Int. J. Syst. Sci. – ident: 10.1016/j.bspc.2024.106501_b0185 – start-page: 082 year: 2022 ident: 10.1016/j.bspc.2024.106501_b0075 article-title: Evaluation of the effect of low-frequency electromagnetic fields on muscle recovery during the training process: a pilot study – ident: 10.1016/j.bspc.2024.106501_b0110 doi: 10.1109/ASET53988.2022.9734314 – volume: 82 start-page: 29943 issue: 19 year: 2023 ident: 10.1016/j.bspc.2024.106501_b0100 article-title: Detection of diabetic retinopathy using convolutional neural networks for feature extraction and classification (DRFEC) publication-title: Multimed. Tools Appl. doi: 10.1007/s11042-022-14165-4 – volume: 126 year: 2021 ident: 10.1016/j.bspc.2024.106501_b0085 article-title: Measuring distance using ultra-wideband radio technology enhanced by extreme gradient boosting decision tree (XGBoost) publication-title: Autom. Constr. doi: 10.1016/j.autcon.2021.103678 – volume: 38 start-page: 437 issue: 2 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0150 article-title: Adaptive dynamic surface control of MIMO nonlinear systems: a hybrid event triggering mechanism publication-title: Int. J. Adapt Control Signal Process. doi: 10.1002/acs.3708 – volume: 80 start-page: 7581 year: 2021 ident: 10.1016/j.bspc.2024.106501_b0155 article-title: Gravitational search algorithm: a comprehensive analysis of recent variants publication-title: Multimed. Tools Appl. doi: 10.1007/s11042-020-09831-4 – volume: 13 start-page: 96 issue: 1 year: 2023 ident: 10.1016/j.bspc.2024.106501_b0065 article-title: Evaluation of the information content for determining the vascular tone type of the lower extremities in varicose veins: a case study publication-title: Biosensors doi: 10.3390/bios13010096 – year: 2023 ident: 10.1016/j.bspc.2024.106501_b0090 article-title: A deep convolutional neural network for diabetic retinopathy detection via mining local and long-range dependence publication-title: CAAI Trans. Intell. Technol. – start-page: 074 year: 2022 ident: 10.1016/j.bspc.2024.106501_b0070 article-title: Extraction of respiratory patterns using thoracic bio-impedance channels – ident: 10.1016/j.bspc.2024.106501_b0015 doi: 10.36227/techrxiv.24132564.v1 – start-page: 0113 year: 2021 ident: 10.1016/j.bspc.2024.106501_b0060 article-title: Automatic bio-impedance signal analysis: smoothing processes efficacy evaluation in determining the vascular tone type – year: 2023 ident: 10.1016/j.bspc.2024.106501_b0030 article-title: Clustering sparse swarm decomposition for automated recognition of upper limb movements from non-homogeneous cross-channel EEG signals publication-title: IEEE Sens. Lett. – year: 2023 ident: 10.1016/j.bspc.2024.106501_b0055 – volume: 150 year: 2023 ident: 10.1016/j.bspc.2024.106501_b0080 article-title: Real-time remote measurement of distance using ultra-wideband (UWB) sensors publication-title: Autom. Constr. doi: 10.1016/j.autcon.2023.104849 – start-page: 1 year: 2019 ident: 10.1016/j.bspc.2024.106501_b0120 article-title: Deep learning-based strategy for macromolecules classification with imbalanced data from cellular electron cryotomography – ident: 10.1016/j.bspc.2024.106501_b0170 doi: 10.1016/j.istruc.2020.07.058 – volume: 77 year: 2022 ident: 10.1016/j.bspc.2024.106501_b0040 article-title: Sparse spectrum based swarm decomposition for robust nonstationary signal analysis with application to sleep apnea detection from EEG publication-title: Biomed. Signal Process. Control doi: 10.1016/j.bspc.2022.103792 – volume: 91 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0035 article-title: Hybrid convolutional neural network and Flexible Dwarf Mongoose Optimization Algorithm for strong kidney stone diagnosis publication-title: Biomed. Signal Process. Control doi: 10.1016/j.bspc.2024.106024 – volume: 34 start-page: 1573 issue: 3 year: 2018 ident: 10.1016/j.bspc.2024.106501_b0175 article-title: Owl search algorithm: a novel nature-inspired heuristic paradigm for global optimization publication-title: J. Intell. Fuzzy Syst. doi: 10.3233/JIFS-169452 – volume: 94 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0045 article-title: Timely detection of skin cancer: an AI-based approach on the basis of the integration of Echo State Network and adapted Seasons Optimization Algorithm publication-title: Biomed. Signal Process. Control doi: 10.1016/j.bspc.2024.106324 – ident: 10.1016/j.bspc.2024.106501_b0115 – volume: 12 start-page: 3877 issue: 10 year: 2022 ident: 10.1016/j.bspc.2024.106501_b0130 article-title: Gli1 promotes epithelial–mesenchymal transition and metastasis of non-small cell lung carcinoma by regulating snail transcriptional activity and stability publication-title: Acta Pharm. Sin. B doi: 10.1016/j.apsb.2022.05.024 – volume: 9 start-page: 1900772 issue: 9 year: 2020 ident: 10.1016/j.bspc.2024.106501_b0140 article-title: Homotypic targeting delivery of siRNA with artificial cancer cells publication-title: Adv. Healthc. Mater. doi: 10.1002/adhm.201900772 – volume: 584 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0145 article-title: Sliding-mode surface-based adaptive optimal nonzero-sum games for saturated nonlinear multi-player systems with identifier-critic networks publication-title: Neurocomputing doi: 10.1016/j.neucom.2024.127575 – volume: 90 year: 2024 ident: 10.1016/j.bspc.2024.106501_b0010 article-title: A deep learning outline aimed at prompt skin cancer detection utilizing gated recurrent unit networks and improved orca predation algorithm publication-title: Biomed. Signal Process. Control doi: 10.1016/j.bspc.2023.105858 – volume: 44 start-page: 148 year: 2019 ident: 10.1016/j.bspc.2024.106501_b0180 article-title: A novel nature-inspired algorithm for optimization: Squirrel search algorithm publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2018.02.013 |
| SSID | ssj0048714 |
| Score | 2.4349952 |
| Snippet | •Integration of an optimized Inception-V4 for Diabetic Retinopathy Detection.•Using dynamic version of Snow Leopard Optimization algorithm for optimizing... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 106501 |
| SubjectTerms | Diabetic retinopathy Dynamic snow leopard optimization Early detection Inception-V4 Medical imaging |
| Title | Optimizing diabetic retinopathy detection with inception-V4 and dynamic version of snow leopard optimization algorithm |
| URI | https://dx.doi.org/10.1016/j.bspc.2024.106501 |
| Volume | 96 |
| WOSCitedRecordID | wos001296317600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 issn: 1746-8094 databaseCode: AIEXJ dateStart: 20060101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: false ssIdentifier: ssj0048714 providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEF6FlgMcEE9RXtoDN8tV1-89RqioVKhUoqDAxdrsrhu3iW0lJir8Hf4oM95dx61KRQ9crMiyJ1bmy-zs55lvCHkbJonEGRY-S0XmR5rFvhBc-yKRsRBsGmstu2ET6dFRNpnw49Hot-uFWc_TqsouLnjzX10N58DZ2Dp7C3f3RuEEfAanwxHcDsd_cvwnCAKL8hdSAIZY7USa27KqcfrwT0_pVpv54B0HW1a2sMX_GnVvEpSZUe-tDZOG2eQKG-bmukZpRq829g1wxPy0XoKZxaWXw11Lv-m3LE8x3W1MO4JriLT18X3EsZz1oVtGkYg12gYHol7NNt1qx4Zc-Fg23jfdQ_LzTJTnHT30XRSFWHrj2cL2bFk-I4j6yjgXgtMIJZLN6GMXo_kwyDJMK9m18d9QEWe701WD-pRBtLu5-LLY9pVFsC9NdFVvZznayNFGbmzcIdtBGnOI_tvjD_uTQ7fgw5avk5DvH9z2ZpkywqtPcn3-M8hpTh6SB3YzQscGRI_ISFePyf2BROUTst7AiTo40QGcaA8ninCiQzhR8DW1cKIWTrQuKMKJWjjRIZxoD6en5Mv7_ZN3B76d1eFL2MS2PlMsiaXYC3UKf-8iVCwUcVokOlI6kUJFLJBcMVjmuSoCVH0MAhZNYyk13wuLLHxGtqq60s8JTfBu2PjpKST7kEtxFidZECrFIdmcZsEOYe4XzKUVssd5KvP8777bIV5_T2NkXG68OnaOyW0iahLMHHB2w30vbvUtL8m9Df5fka12-UO_Jnflui1XyzcWZH8AAPOvzA |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Optimizing+diabetic+retinopathy+detection+with+inception-V4+and+dynamic+version+of+snow+leopard+optimization+algorithm&rft.jtitle=Biomedical+signal+processing+and+control&rft.au=Yang%2C+Jing&rft.au=Qin%2C+Haoshen&rft.au=Por%2C+Lip+Yee&rft.au=Shaikh%2C+Zaffar+Ahmed&rft.date=2024-10-01&rft.issn=1746-8094&rft.volume=96&rft.spage=106501&rft_id=info:doi/10.1016%2Fj.bspc.2024.106501&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_bspc_2024_106501 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1746-8094&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1746-8094&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1746-8094&client=summon |