Esophageal Fusion Image Classification CNN Flask App in Python Projects

(0 reviews)
In stock

Inhouse product


Price
₹1,800.00 ₹4,500.00 -60%
Total Price
Share
Esophageal Fusion Image Classification CNN Flask App in Python Projects

Abstract
Medical image classification plays a vital role in supporting clinical diagnosis and treatment planning. Esophageal disorders, including cancer and structural abnormalities, can be detected and analyzed using advanced imaging techniques. This project focuses on the development of an esophageal fusion image classification system using Convolutional Neural Networks (CNN) integrated with a Flask web application in Python. The CNN model is trained on fusion images that combine different imaging modalities to enhance structural and functional features. By leveraging deep learning, the system is able to automatically learn spatial and texture-based patterns to classify esophageal images with high accuracy. The integration of the trained model into a Flask-based application provides an interactive platform where users can upload images and receive instant classification results. This project demonstrates how AI-powered image analysis can assist healthcare professionals by providing accurate, efficient, and accessible diagnostic support.

Existing System
Traditional approaches to medical image classification rely on manual inspection by radiologists or pathologists, which is time-consuming, subjective, and prone to human error. Some computer-aided diagnosis systems use handcrafted feature extraction methods combined with basic machine learning classifiers. While these methods provide partial assistance, they often fail to capture the complex and high-dimensional features present in fusion images. Furthermore, existing systems may lack user-friendly deployment platforms, making them inaccessible to healthcare practitioners in real-time clinical settings. As a result, current systems are limited in scalability, accuracy, and usability for automated esophageal image classification.

Proposed System
The proposed system employs a CNN-based deep learning architecture for classifying esophageal fusion images. CNNs are highly effective in medical imaging tasks due to their ability to automatically extract spatial and hierarchical features from raw image data. The model is trained on a dataset of esophageal fusion images, where preprocessing steps such as normalization, resizing, and augmentation are applied to improve robustness. Once trained, the CNN model is integrated into a Flask web application, allowing users to interact with the system through a simple browser interface. Users can upload esophageal images, and the model processes the input to provide real-time classification results, indicating the presence or type of abnormality. Implemented in Python using TensorFlow/Keras for deep learning and Flask for deployment, the system offers an efficient, accurate, and scalable solution. By bridging advanced deep learning techniques with a user-friendly web interface, the project enhances accessibility and supports healthcare professionals in diagnostic decision-making.

Reviews & Ratings

0 out of 5.0
(0 reviews)
There have been no reviews for this product yet.

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