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Title: :  SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS
PaperId: :  22874
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22874
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Bommi NaveenVasireddy Venkatadri Institute of Technology
Annapragada Surya Mohan Kiran Vasireddy Venkatadri Institute of Technology
Bharat Kumar UdayagiriVasireddy Venkatadri Institute of Technology
Brugubanda Pavan kalyanVasireddy Venkatadri Institute of Technology
BathulaVenkata Sai ChandrasekharVasireddy Venkatadri Institute of Technology

Abstract

Deep Learning
Retinal vasculature, Systemic diseases, Deep learning models, Semantic segmentation Security
The retinal vasculature serves as a crucial diagnostic tool for systemic diseases such as hypertension and diabetes, which primarily affect the microvascular system. Direct observation of these micro-vessels in the retina offers valuable insights into disease progression. Over time, the assessment of retinal vessels has become a surrogate biomarker for systemic vascular conditions. Recent advancements in retinal imaging and computer vision technologies have sparked renewed interest in this field. This project uses the RAVIR dataset, which is specifically tailored for the semantic segmentation of retinal arteries and veins in infrared reflectance (IR) imaging. Our objective is to develop deep learning models that can distinguish between different vessel types with minimal post-processing. We explore innovative deep learning-based methodologies for the semantic segmentation of retinal arteries and veins and quantitative measurement of vessel widths.

Citations

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IJARIIE Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. "SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1085-1091
MLA Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. "SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1085-1091.
APA Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, & BathulaVenkata Sai Chandrasekhar. (2024). SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1085-1091.
Chicago Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. "SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1085-1091.
Oxford Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. 'SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1085-1091. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SEMANTIC_SEGMENTATION_OF_RETINAL_ARTERIES_AND_VEINS_USING_DEEP_LEARNING_BASED_METHODS_ijariie22874.pdf (Accessed : ).
Harvard Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. (2024) 'SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1085-1091IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SEMANTIC_SEGMENTATION_OF_RETINAL_ARTERIES_AND_VEINS_USING_DEEP_LEARNING_BASED_METHODS_ijariie22874.pdf (Accessed : )
IEEE Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar, "SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1085-1091, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/SEMANTIC_SEGMENTATION_OF_RETINAL_ARTERIES_AND_VEINS_USING_DEEP_LEARNING_BASED_METHODS_ijariie22874.pdf [Accessed : ].
Turabian Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. "SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver Bommi Naveen, Annapragada Surya Mohan Kiran , Bharat Kumar Udayagiri, Brugubanda Pavan kalyan, and BathulaVenkata Sai Chandrasekhar. SEMANTIC SEGMENTATION OF RETINAL ARTERIES AND VEINS USING DEEP LEARNING BASED METHODS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 1085-1091. Available from: https://ijariie.com/AdminUploadPdf/SEMANTIC_SEGMENTATION_OF_RETINAL_ARTERIES_AND_VEINS_USING_DEEP_LEARNING_BASED_METHODS_ijariie22874.pdf
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