Invited speaker / Tutorial IPTA 2023 _ Retinal images: From biometry to early diagnosis of ocular pathologies - Archive ouverte HAL Accéder directement au contenu
Communication Dans Un Congrès Année : 2023

Invited speaker / Tutorial IPTA 2023 _ Retinal images: From biometry to early diagnosis of ocular pathologies

Résumé

Biometric recognition is applied especially in many highly secure environments (safe, military base, etc.). Several studies have evaluated the performance of the most common biometrics such as the face, fingerprints, iris, retina, … Some morphological biometric systems are still easily defeatable using artificial vectors. However, the sensory layer of the eye, Retina, has a rich and unique texture even in twins. It is also an internal organ, which minimizes injuries and fraud. These properties have made the retina biometrics an active research area. In this talk, I will briefly present our proposed methods for the various stages of the retinal biometric recognition, from analysis and pretreatment of the retinal image to decision through characterization. Furthermore, the World Health Organization (WHO) estimates that 285 million people are visually impaired worldwide, with 39 million blinds. Thus, there is an active effort to create and develop methods to automate screening of retinal diseases such as Glaucoma, Age-related Macular Degeneration (AMD), and Diabetic Retinopathy (DR). In specific, I will share in this talk our recent research works concerning earlier screening and diagnosis of the most severe ocular diseases in retinal images. A special focus on Glaucoma and RD diseases is given. In this context, the talk will particularly highlight our proposed approaches and methodology based on Deep Convolutional Neural Network (DCNN) and Generative Adversarial Networks (GAN). Finally, I will discuss research directions towards the use of fundus images captured by some based-Smartphone camera devices with respect to clinical use.
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Dates et versions

hal-04451259 , version 1 (11-02-2024)

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  • HAL Id : hal-04451259 , version 1

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Rostom Kachouri. Invited speaker / Tutorial IPTA 2023 _ Retinal images: From biometry to early diagnosis of ocular pathologies. 2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA), Oct 2023, Paris, France. ⟨hal-04451259⟩
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