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2025	Boundary-Aware Transformer for Optic Cup and Disc Segmentation in Fundus Images Applied Sciences Soohyun Wang, Byoungkug Kim, Doo-Seop Eom
2025	A comprehensive review of optic disc segmentation methods in adult and pediatric retinal images: from conventional methods to artificial intelligence (CR-ODSeg-AP-CM2AI) Artificial Intelligence Review Avinash Bansal, Jan Kubíček, Marek Penhaker, Martin Augustynek
2025	Segmentation-Driven Glaucoma Classification from Retinal Fundus Images Using Optic Disk Localization, Linear and Nonlinear Multiple Instance Learning Frameworks Mathematics and Computer Science Mahbub Hasan
2024	Simplified U-Net as a deep learning intelligent medical assistive tool in glaucoma detection Evolutionary Intelligence Amirhossein Panahi, Reza Askari Moghadam, Bahram Tarvirdizadeh, Kurosh Madani
2024	Micro‐segmentation of retinal image lesions in diabetic retinopathy using energy‐based fuzzy C‐Means clustering (EFM‐FCM) Microscopy Research and Technique Huma Naz, Rahul Nijhawan, Neelu Jyothi Ahuja, Tanzila Saba, Faten S. Alamri, Amjad Rehman
2024	Efficient Segmentation of Vessels and Disc Simultaneously Using Multi-channel Generative Adversarial Network SN Computer Science Mithun Kumar Kar, Malaya Kumar Nath
2024	Neural Inference Search for Multiloss Segmentation Models IEEE Transactions on Neural Networks and Learning Systems Sam Slade, Li Zhang, Haoqian Huang, Houshyar Asadi, Chee Peng Lim, Yonghong Yu, Dezong Zhao, Hanhe Lin, Rong Gao
2024	BoltVision: A Comparative Analysis of CNN, CCT, and ViT in Achieving High Accuracy for Missing Bolt Classification in Train Components Machines Mujadded Al Rabbani Alif, Muhammad Hussain, Gareth Tucker, Simon Iwnicki
2024	ODFormer: Semantic fundus image segmentation using Transformer for optic nerve head detection Information Fusion Jiayi Wang, Yi-An Mao, Xiaoyu Ma, Sicen Guo, Yuting Shao, Xiao Lv, Wenting Han, Mark Christopher, Linda M. Zangwill, Yanlong Bi, Rui Fan
2024	Sustainable Machine Vision for Industry 4.0: A Comprehensive Review of Convolutional Neural Networks and Hardware Accelerators in Computer Vision AI Muhammad Hussain
2023	2023 9th International Conference on Information Technology Trends (ITT) Burcu Ataer Aydin, Muhammad Hussain, Richard Hill, Hussain Al-Aqrabi
2023	2023 IEEE 23rd International Conference on Bioinformatics and Bioengineering (BIBE) Márcio Antônio Pontes Da Silva, Me. Salomão Machado Mafalda, Ana Beatriz Alvarez, Roger Fredy Larico Chavez
2023	Exudate Detection: Integrating Retinal-Based Affine Mapping and Design Flow Mechanism to Develop Lightweight Architectures IEEE Access Muhammad Hussain
2023	Inter-dataset performance analysis of generative adversarial networks for optic disc segmentation using digital fundus images Research on Biomedical Engineering Ambika Sharma, Monika Agrawal, Sumantra Dutta Roy, Vivek Gupta
2023	C2FTFNet: Coarse-to-fine transformer network for joint optic disc and cup segmentation Computers in Biology and Medicine Yugen Yi, Yan Jiang, Bin Zhou, Ningyi Zhang, Jiangyan Dai, Xin Huang, Qinqin Zeng, Wei Zhou
2023	Exudate Regeneration for Automated Exudate Detection in Retinal Fundus Images IEEE Access Muhammad Hussain, Hussain Al-Aqrabi, Muhammad Munawar, Richard Hill, Simon Parkinson
2023	DCAE-UNET: IMPROVED OPTIC DISC SEGMENTATION MODEL USING SEMI-SUPERVISED DEEP DILATED CONVOLUTION AUTOENCODER-BASED MODIFIED U-NET Biomedical Engineering: Applications, Basis and Communications R. Shalini, Varun P. Gopi
2022	Detection and Grading of Hypertensive Retinopathy Using Vessels Tortuosity and Arteriovenous Ratio Journal of Digital Imaging Sufian A. Badawi, Muhammad Moazam Fraz, Muhammad Shehzad, Imran Mahmood, Sajid Javed, Emad Mosalam, Ajay Kamath Nileshwar
2022	A robust framework for glaucoma detection using CLAHE and EfficientNet The Visual Computer Neeraj Gupta, Hitendra Garg, Rohit Agarwal
2022	A real time cloud-based framework for glaucoma screening using EfficientNet Multimedia Tools and Applications Hitendra Garg, Neeraj Gupta, Rohit Agrawal, Shivendra Shivani, Bhisham Sharma
2022	An Overview of Deep-Learning-Based Methods for Cardiovascular Risk Assessment with Retinal Images Diagnostics Rubén G. Barriada, David Masip
2022	2022 First International Conference on Electrical, Electronics, Information and Communication Technologies (ICEEICT) Neelapala Anil Kumar, Gnane Swarnadh Satapathi, Mosa Satya Anuradha
2022	Automatic detection and segmentation of optic disc using a modified convolution network Biomedical Signal Processing and Control Souvik Maiti, Debasis Maji, Ashis Kumar Dhara, Gautam Sarkar
2022	Three-Dimensional Semantic Segmentation of Diabetic Retinopathy Lesions and Grading Using Transfer Learning Journal of Personalized Medicine Natasha Shaukat, Javeria Amin, Muhammad Sharif, Faisal Azam, Seifedine Kadry, Sujatha Krishnamoorthy
2022	Fused information of DeepLabv3+ and transfer learning model for semantic segmentation and rich features selection using equilibrium optimizer (EO) for classification of NPDR lesions Knowledge-Based Systems Javaria Amin, Muhammad Almas Anjum, Muhammad Malik
2022	Efficient and Robust Method to Detect the Location of Macular Center Based on Optimal Temporal Determination Journal of Imaging Helmie Arif Wibawa, Agus Harjoko, Raden Sumiharto, Muhammad Bayu Sasongko
2022	Human retinal optic disc detection with grasshopper optimization algorithm Multimedia Tools and Applications Nassrallah Faris Abdukader Al Shalchi, Javad Rahebi
2022	MicroNet: microaneurysm detection in retinal fundus images using convolutional neural network Soft Computing R Murugan, Parthapratim Roy
2022	2022 16th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS) Aziah Ali, Mubdiul Hossain, Noramiza Hashim, Wan Noorshahida Mohd Isa, Zarina Che Embi, Shahbe Mat Desa
2022	Automated Optic Disc Segmentation Using Basis Splines-Based Active Contour IEEE Access J. H. Gagan, Harshit S. Shirsat, Yogish S. Kamath, Neetha I. R. Kuzhuppilly, J. R. Harish Kumar
2022	Smart Innovation, Systems and Technologies Sonali Dash, P. Satish Rama Chowdary, C. V. Gopala Raju, Y. Umamaheshwar, K. J. N. Siva Charan
2022	Vessel masking and Hough transform for optic disc localisation from retinal images F1000Research Aziah Ali, Wan Mimi Diyana Wan Zaki, Aini Hussain, Noramiza Hashim, Wan Noorshahida Mohd Isa
2022	Deep learning approaches based improved light weight U-Net with attention module for optic disc segmentation Physical and Engineering Sciences in Medicine R. Shalini, Varun P. Gopi
2022	Medical Imaging 2022: Biomedical Applications in Molecular, Structural, and Functional Imaging Meysam Tavakoli
2022	Optic disc detection and segmentation using saliency mask in retinal fundus images Computers in Biology and Medicine Nihal Zaaboub, Faten Sandid, Ali Douik, Basel Solaiman
2021	DRNet: Segmentation and localization of optic disc and Fovea from diabetic retinopathy image Artificial Intelligence in Medicine Md. Kamrul Hasan, Md. Ashraful Alam, Md. Toufick E Elahi, Shidhartho Roy, Robert Martí
2021	A color fusion model based on Markowitz portfolio optimization for optic disc segmentation in retinal images Expert Systems with Applications José Escorcia-Gutierrez, Jordina Torrents-Barrena, Margarita Gamarra, Pedro Romero-Aroca, Aida Valls, Domenec Puig
2021	Automated segmentation and quantitative analysis of optic disc and fovea in fundus images Multimedia Tools and Applications Ga Young Kim, Sang Hyeok Lee, Sung Min Kim
2021	Optic Disk and Cup Segmentation Through Fuzzy Broad Learning System for Glaucoma Screening IEEE Transactions on Industrial Informatics Riaz Ali, Bin Sheng, Ping Li, Yan Chen, Huating Li, Po Yang, Younhyun Jung, Jinman Kim, C. L. Philip Chen
2021	Advances in Intelligent Systems and Computing Soham Basu, Sayantan Mukherjee, Ankit Bhattacharya, Anindya Sen
2021	Classification of Diabetic Retinopathy disease with Transfer Learning using Deep Convolutional Neural Networks Advances in Electrical and Computer Engineering K. SOMASUNDARAM, P. SIVAKUMAR, D. SURESH
2021	EffUnet-SpaGen: An Efficient and Spatial Generative Approach to Glaucoma Detection Journal of Imaging Venkatesh Krishna Adithya, Bryan M. Williams, Silvester Czanner, Srinivasan Kavitha, David S. Friedman, Colin E. Willoughby, Rengaraj Venkatesh, Gabriela Czanner
2021	2021 5th International Conference on Informatics and Computational Sciences (ICICoS) Obed Reinhard Siregar, Priyo Sidik Sasongko, Sukmawati Nur Endah
2021	2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) Muhammad Zubair Khan, Yugyung Lee, Arslan Munir, Muazzam Ali Khan
2021	Detection and Grading of Diabetic Retinopathy in Retinal Images Using Deep Intelligent Systems: A Comprehensive Review Computers, Materials & Continua Asha Gnana Priya H, Anitha J, Daniela Elena Popescu, Anju Asokan, D Jude Hemanth, Le Hoang Son
2021	Joint optic disc and cup segmentation based on densely connected depthwise separable convolution deep network BMC Medical Imaging Bingyan Liu, Daru Pan, Hui Song
2021	Automated segmentation of the optic disc from fundus images using an asymmetric deep learning network Pattern Recognition Lei Wang, Juan Gu, Yize Chen, Yuanbo Liang, Weijie Zhang, Jiantao Pu, Hao Chen
2021	2021 Sixth International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET) Nija K.S., Varun P. Gopi, Anitha V.S.
2020	A robust method for the automatic location of the optic disc and the fovea in fundus images Computer Methods and Programs in Biomedicine Roberto Romero-Oraá, María García, Javier Oraá-Pérez, María I. López, Roberto Hornero
2020	Weakly Supervised and Semi-Supervised Semantic Segmentation for Optic Disc of Fundus Image Symmetry Zheng Lu, Dali Chen
2020	2020 IEEE 23rd International Multitopic Conference (INMIC) M Kashif Yaqoob, Syed Farooq Ali, Irfan Kareem, Muhammad Moazam Fraz
2020	A novel hybrid segmentation approach for optic papilla detection in high resolution fundus images of retina Multimedia Tools and Applications Ramakrishnan Sundaram, K.S Ravichandran, Premaladha Jayaraman, B Venkatraman
2020	Fast and robust retinal biometric key generation using deep neural nets Multimedia Tools and Applications Nilanjana Dutta Roy, Arindam Biswas
2020	Improved image processing techniques for optic disc segmentation in retinal fundus images Biomedical Signal Processing and Control R. Geetha Ramani, J. Jeslin Shanthamalar
2020	A region growing and local adaptive thresholding-based optic disc detection PLOS ONE Tariq M. Khan, Mehwish Mehmood, Syed S. Naqvi, Muhammad Fasih Uddin Butt
2020	2020 Chinese Control And Decision Conference (CCDC) Feng Pan, Zheng Lu, Dali Chen, Dingyu Xue
2020	2020 Third International Conference on Advances in Electronics, Computers and Communications (ICAECC) Sreemol S, Umesh A C
2020	2020 National Conference on Emerging Trends on Sustainable Technology and Engineering Applications (NCETSTEA) Niladri Halder, Dibyendu Roy, Rajib Banerjee, Pulakesh Roy, Partha Pratim Sarkar, Subhankar Bandyopadhyay
2020	Studies in Computational Intelligence Nilanjana Dutta Roy, Arindam Biswas
2020	Automated segmentation of optic disc using statistical region merging and morphological operations Physical and Engineering Sciences in Medicine K. S. Nija, C. P. Anupama, Varun P. Gopi, V. S. Anitha
2020	A new and effective method for human retina optic disc segmentation with fuzzy clustering method based on active contour model Medical & Biological Engineering & Computing Ahmad S. Abdullah, Javad Rahebi, Yasa Ekşioğlu Özok, Mohanad Aljanabi
2019	2019 4th International Conference on Electrical Information and Communication Technology (EICT) Md. Saifullah Siddiquee, Naqib Sad Pathan
2019	Lecture Notes in Computer Science Shilu Jiang, Zhiyuan Chen, Annan Li, Yunhong Wang
2019	Multi-parametric optic disc segmentation using superpixel based feature classification Expert Systems with Applications Zaka Ur Rehman, Syed S. Naqvi, Tariq M. Khan, Muhammad Arsalan, Muhammad A. Khan, M.A. Khalil
2019	Lightweight cascade framework for optic disc segmentation IET Image Processing Xu Zhang, Jie Liu, Shuyan Wang, Zhewei Chen, Bin Huang, Jilun Ye
2019	Communications in Computer and Information Science Ambika Sharma, Monika Aggarwal, Sumantra Dutta Roy, Vivek Gupta, Praveen Vashist, Talvir Sidhu
2019	Glaucoma detection using image processing techniques: A literature review Computerized Medical Imaging and Graphics Abdullah Sarhan, Jon Rokne, Reda Alhajj
2019	Computational Methods for Exudates Detection and Macular Edema Estimation in Retinal Images: A Survey Archives of Computational Methods in Engineering M. M. Fraz, M. Badar, A. W. Malik, S. A. Barman
2019	Automatic optic disk detection and segmentation by variational active contour estimation in retinal fundus images Signal, Image and Video Processing Syed S. Naqvi, Nayab Fatima, Tariq M. Khan, Zaka Ur Rehman, M. Aurangzeb Khan
2019	Weakly supervised semantic segmentation for optic disc of fundus image Journal of Electronic Imaging
2019	Medical Imaging 2019: Image Processing Lei Wang, Han Liu, Jian Zhang, Hang Chen, Jiantao Pu
2019	Automatic optic disc segmentation using a 3D Morphologic Fuzzy Histon Roughness Index Research on Biomedical Engineering Cristiane de Fátima dos Santos Cardoso, Gilberto Arantes Carrijo, Júlio César Ferreira, Jucelino Cardoso Marciano dos Santos
2019	Automatic optic disc detection in colour fundus images by means of multispectral analysis and information content PeerJ M. Elena Martinez-Perez, Nicholas Witt, Kim H. Parker, Alun D. Hughes, Simon A.M. Thom
2019	A coarse-to-fine deep learning framework for optic disc segmentation in fundus images Biomedical Signal Processing and Control Lei Wang, Han Liu, Yaling Lu, Hang Chen, Jian Zhang, Jiantao Pu
2018	Metaheuristic Techniques for Detection of Optic Disc in Retinal Fundus Images 3D Research Jyotika Pruthi, Shaveta Arora, Kavita Khanna
2018	2018 International Conference on Applied Electromagnetics, Signal Processing and Communication (AESPC) Poonguzhali E., Giritharan R., Malaya Kumar Nath, Om Prakash Acharya
2018	2018 International Conference on Intelligent and Innovative Computing Applications (ICONIC) Olawuyi O. Fatoki, Sunday Ojo, Pius Adewale Owolawi, Temitope Mapayi
2018	A novel method for retinal optic disc detection using bat meta-heuristic algorithm Medical & Biological Engineering & Computing Ahmad S. Abdullah, Yasa Ekşioğlu Özok, Javad Rahebi
2018	Dense Fully Convolutional Segmentation of the Optic Disc and Cup in Colour Fundus for Glaucoma Diagnosis Symmetry Baidaa Al-Bander, Bryan Williams, Waleed Al-Nuaimy, Majid Al-Taee, Harry Pratt, Yalin Zheng
2018	2018 Second International Conference on Inventive Communication and Computational Technologies (ICICCT) Nisha R. Wankhade, Ujwalla H. Gawande
2018	The region of interest localization for glaucoma analysis from retinal fundus image using deep learning Computer Methods and Programs in Biomedicine Anirban Mitra, Priya Shankar Banerjee, Sudipta Roy, Somasis Roy, Sanjit Kumar Setua
2017	PCA-based localization approach for segmentation of optic disc International Journal of Computer Assisted Radiology and Surgery Varun P. Gopi, M. S. Anjali, S. Issac Niwas
2017	Supervised Vessels Classification Based on Feature Selection Journal of Computer Science and Technology Bei-Ji Zou, Yao Chen, Cheng-Zhang Zhu, Zai-Liang Chen, Zi-Qian Zhang
2017	2017 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) Meysam Tavakoli, Mahdieh Nazar, Alireza Golestaneh, Faraz Kalantari
2017	Contrast based circular approximation for accurate and robust optic disc segmentation in retinal images PeerJ Jose Sigut, Omar Nunez, Francisco Fumero, Marta Gonzalez, Rafael Arnay
2017	2017 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) Meysam Tavakoli, Faraz Kalantari, Alireza Golestaneh
2017	Fast Optic Disc Segmentation in Retina Using Polar Transform IEEE Access Muhammad Nauman Zahoor, Muhammad Moazam Fraz
2017	Communications in Computer and Information Science Muhammad Nauman Zahoor, Muhammad Moazam Fraz
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