Glaucoma Detection CNN in Python Projects
Inhouse product
-
₹1,800.00₹4,500.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00
Glaucoma Detection CNN in Python Projects
Abstract
Glaucoma is a chronic eye disease that causes irreversible vision loss due to optic nerve damage, often progressing without noticeable symptoms. Early detection is critical to prevent severe visual impairment. The project Glaucoma Detection using CNN in Python Projects focuses on developing an automated system that can detect glaucoma from retinal fundus images using Convolutional Neural Networks (CNNs). Python is used as the development platform because of its powerful libraries for image processing, machine learning, and deep learning, including OpenCV, TensorFlow, Keras, and NumPy. The system preprocesses fundus images to enhance contrast, remove noise, and normalize size, then uses CNN architectures to extract features and classify images as glaucomatous or healthy. This automated detection aids ophthalmologists in early diagnosis, improving patient outcomes and reducing the need for manual examination of large image datasets.
Existing System
Existing glaucoma detection methods primarily rely on manual analysis of fundus images by ophthalmologists or the use of intraocular pressure measurements and visual field tests. Manual examination is labor-intensive, time-consuming, and prone to inter-observer variability, leading to potential misdiagnosis. Traditional computer-aided diagnosis (CAD) systems may use handcrafted features such as optic cup-to-disc ratio, texture, or color-based metrics combined with classical machine learning models like SVM or Random Forest. However, these approaches are limited in accurately capturing complex patterns in retinal images and often require extensive preprocessing. Consequently, the efficiency and scalability of existing systems are insufficient for large-scale glaucoma screening programs.
Proposed System
The proposed system introduces a Python-based deep learning framework for glaucoma detection using CNN architectures. Retinal fundus images are preprocessed for noise reduction, contrast enhancement, resizing, and normalization. The CNN model automatically extracts hierarchical features such as edges, textures, and optic nerve structures to distinguish glaucomatous from healthy images. Advanced architectures like VGG16, ResNet50, or custom CNNs can be used for feature learning and classification. Data augmentation techniques such as rotation, flipping, and scaling improve model generalization across diverse datasets. Performance is evaluated using metrics like accuracy, precision, recall, F1-score, and ROC-AUC. The system provides a scalable, reliable, and automated approach to glaucoma detection, reducing manual workload for ophthalmologists and enabling early intervention to prevent vision loss.
Reviews & Ratings
Frequently Bought Products
Micro Data Based expression Prediction TKinter in Python Projects
Object Detection Web Cam in Python Projects
Education Exam Prediction Ml Classification in Python Projects
ECG Heart Beat using Image Classification in Python Projects
Brain BLSTM in Python Projects
Heart Sound Separation Prediction in Python Projects
Medical Fraud Detection in Python Projects
Crypto Currency Price Analysis in Python Projects
Youtube Comment Sentimental Analysis in Python Projects
EHR With Disease Prediction in Python Projects
-
₹1,800.00
₹4,500.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00
OKOK PROJECTS
Final Year Projects, College Projects, Student Projects, Last Year Projects all type of Student Projects support You..
FINAL YEAR PROJECTS | BULK PROJECTS IEEE PROJECTS, CHENNAI, BANGALORE, HYDERBAD, MUMBAI, KOCHI, COIMBATORE
IEEE Projects,Ieee Projects For Cse,Ieee Projects For Ece,Ieee Projects For Eee,Ieee Xplore Projects,Ieee Projects For Cse 2025,Ieee Projects For Eee 2025,Ieee Projects For Ece 2025,Ieee Projects For Cse 2025,Ieee Papers For Cse,Ieee Papers For Ece,Ieee Project Papers,Ieee Projects 2025,Ieee Projects 2025,Ieee Mini Projects For Ece,Ieee Mini Projects,Ieee Mini Projects For Cse, Ieee Projects For Biomedical Engineering,Latest Ieee Papers For Ece 2025,Ieee Machine Learning Projects,Ieee Machine Learning Projects For Final Year,Ieee Projects For Cse With Source Code, Ieee Projects On Artificial Intelligence,Ieee Deep Learning Projects.
IEEE PROJECTS - PYTHON, DJANGO, JUPYTER, PHP, ANDROID, NS2, MATLAB, HADOOP, MATLAB SIMULINK, MININET
Final Year Projects,Final Year Projects For Computer Science,Final Year Projects For Cse,Final Year Projects For Computer Science With Source Code, Iot Based Projects For Final Year,Major Project For Cse Final Year,Major Projects For Cse,Ece Projects For Final Year,Bca Final Year Project, Python Projects For Final Year Students,Easy Final Year Projects For Mechanical Engineering, Web Development Projects For Final Year, Major Projects For Ece, Python Projects With Source Code For Final Year, Electronics Projects For Final Year,
Machine Learning Projects For Final Year, Cyber Security Projects For Final Year, Final Year Android Projects With Source Code, Android Projects For Final Year, Btech Final Year Projects For Cse, Cyber Security Projects For Final Year Students, Final Year Projects With Source Code And Documentation, Mba Final Year Project, Major Projects For Ece Final Year, Projects For Bca Students, Bca Projects For Final Year, Bba Final Year Project, Final Year Engineering Projects, Vlsi Projects For Final Year Ece 2025-2026, Major Project For Bca Final Year, Github Final Year Projects, Major Projects For Cse With Source Code, Projects For Ece Final Year Students, Final Year Project For It Students, Mba Final Year Project In Finance, Web Development Projects For Final Year Cse, Vlsi Projects For Final Year, Vlsi Projects For Final Year Ece, Final Year Project For Computer Engineering, Major Projects For Cse Final Year In Web Development, Python Final Year Projects, Best Final Year Projects For Cse, Mca Final Year Project,
Bca Final Year Project With Source Code, Major Project For Mca Final Year, Final Year Projects For Cse, Final Year Projects For Computer Science In Python, Flutter Projects For Final Year Students, Web Application Projects For Final Year Students, Blockchain Projects For Final Year Students, Html Projects For Final Year Students, Cse Final Year Projects With Source Code, Project For Computer Science Final Year, Asp Net Projects For Final Year Students, Final Year Projects For Computer Science With Source Code, Major Projects For Ece Final Year On Embedded Systems, Python Projects For Final Year Students With Source Code
Final Year Projects For Computer Science With Source Code, Major Projects For Ece Final Year On Embedded Systems, Python Projects For Final Year Students With Source Code, Final Year Project For Electronics And Communication, Data Science Final Year Projects, Projects For Cse Final Year Students, Major Project For Final Year Cse, Blockchain Final Year Project, Python Projects For Final Year, Last Year Project For Computer Science, Ml Projects For Final Year, Bsc It Projects For Final Year, Final Year Projects, Final Year Projects For Computer Science In Java, Mca Final Year Project With Source Code, Final Year Project With Source Code, B Tech Final Year Project, It Projects For Final Year, Ieee Machine Learning Projects For Final Year, Best Major Projects For Cse, Project For Computer Science Engineering Final Year, Iot Based Projects For Final Year Ece, Free Python Projects For Final Year Students, React Js Projects For Final Year Students, Final Year Major Projects For Cse, Final Projects, Final Year Projects For Computer Science, Btech Final Year Projects For Ece, Best Final Year Projects, Ieee Final Year Projects, Mtech Project, Cloud Computing Final Year Project, Ieee Final Year Projects For Cse, B Pharm Final Year Project,
Chemical Engineering Projects For Final Year, Best Projects For Final Year Cse, Projects For Computer Science Students Final Year, Project For Final Year Students, Major Projects On Embedded Systems For Ece, Project For B Com Final Year, Mtech Projects For Cse, Major Projects For Final Year, Final Year Projects For Information Technology, Engineering Projects For Final Year Students, Bsc Final Year Project Computer Science, Best Ece Projects, Vlsi Projects For Final Year Ece 2025, Biomedical Engineering Final Year Projects, Mechatronics Final Year Project, Data Science Project For Final Year, Ieee Ece Projects, Major Project For Computer Science, Final Year Project For Electronics Engineering, Embedded System Projects For Final Year Ece, Diploma Ece Projects, Main Projects For Ece, Major Projects For Electronics And Communication Engineering, Mca Major Project, Net Projects For Final Year Students, B Tech Projects For Ece, Ece Embedded Projects, Project On Embedded Systems For Final Year, Major Projects For Electronics Engineering, Ece Projects On Iot.
LOCATION CITY SUPPORT
Delhi | Mumbai | Bangalore | Hyderabad | Chennai | Pune | Ahmedabad | Kolkata | Jaipur | Chandigarh | Coimbatore | Lucknow | Surat | Indore | Patna | Nagpur | Ernakulam | Bhopal | Vadodara | Ludhiana | Kanpur | Nashik | Varanasi | Visakhapatnam | Rajkot | Raipur-Chhattisgarh | Vijayawada | Madurai | Ranchi | Goa | Thiruvananthapuram | Bhubaneshwar | Allahabad | Aurangabad-Maharashtra | Dehradun | Mysore | Trichy | Guwahati | Agra | Kozhikode | Jodhpur | Thrissur | Kolhapur | Salem | Meerut | Mangalore | Gorakhpur | Jabalpur | Jalandhar | Gwalior
OKOK Projects is a company that provides final-year student projects and IEEE projects in various technologies. The company is based in several locations in India, including Chennai, Bengaluru, Coimbatore, and Palakkad
Services: IFox Projects offers a wide range of academic projects for students in various disciplines, such as: Computer Science: Projects based on Python, Django, PHP, Java, and other technologies. Electronics and Communication: Projects related to embedded systems, IoT, and VLSI. Others: Projects using Simulink, NS2, MATLAB, Hadoop, and more.
Follow Us
Mobile Apps
