PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support

Rashmi; Shruti Modi; P.Sripalreddy

PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support

June 2026

Vol-12, Issue-3

Paper ID: 28611

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Science and Engineering

Keywords

Deep Learning Computer Vision CNN OpenCV Pancreatic Tumor Detection Generative AI Flask Medical Imaging Dashboard Monitoring Clinical Decision Support Pathological Interpretation Medical Reporting Doctor Assist Healthcare Analytics

Abstract

PancreaCare AI is an intelligent healthcare platform developed for automated pancreatic tumor detection, predictive pathological interpretation, and AI-assisted clinical support through integration of Computer Vision, Deep Learning, and Generative AI technologies. The proposed framework utilizes OpenCV-based image preprocessing methodologies and CNN-driven analytical architectures for identifying tumor-associated abnormalities from pancreatic medical imagery with substantial predictive reliability. The system incorporates a Detection Page for healthcare image analysis, a Dashboard for maintaining prediction records, and a Generative AI-powered Doctors Section for medical guidance and healthcare communication. By combining intelligent image interpretation, automated medical reporting, and centralized healthcare management, the proposed framework enhances diagnostic accessibility, analytical efficiency, and technologically advanced clinical decision support throughout modern biomedical environments. The experimental outcomes demonstrate that the proposed CNN architecture achieved approximately 97.1% training accuracy and 97.0% validation accuracy, along with minimal loss values of approximately 0.06 and 0.05 respectively, validating the reliability and effectiveness of the analytical framework for pancreatic healthcare management.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Rashmi	Visvesvaraya technological university, belagavi
2	Shruti Modi	Visvesvaraya technological university, belagavi
3	P.Sripalreddy	Visvesvaraya technological university, belagavi

How to Cite

Use the following formats to cite this article in your research.

APA Style

Rashmi, Modi, Shruti, & P.Sripalreddy (2026). PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support. International Journal of Advance Research and Innovative Ideas In Education, 12(3), 2018-2022.

MLA Style

Rashmi, et al. "PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support." International Journal of Advance Research and Innovative Ideas In Education, vol. 12, no. 3, 2026, pp. 2018-2022.

IEEE Style

Rashmi, Shruti Modi, and P.Sripalreddy, "PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support," International Journal of Advance Research and Innovative Ideas In Education, vol. 12, no. 3, pp. 2018-2022, 2026.

Vancouver Style

Rashmi, Modi Shruti, P.Sripalreddy. PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support. International Journal of Advance Research and Innovative Ideas In Education. 2026;12(3):2018-2022.

Harvard Style

Rashmi, Modi, Shruti, & P.Sripalreddy (2026) 'PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support', International Journal of Advance Research and Innovative Ideas In Education, 12(3), pp. 2018-2022.

Chicago Style

Rashmi, Shruti Modi, and P.Sripalreddy. "PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support." International Journal of Advance Research and Innovative Ideas In Education 12, no. 3 (2026): 2018-2022.

Turabian Style

Rashmi, Shruti Modi, and P.Sripalreddy. "PancreaCare AI: A Computer Vision and CNN Based Deep Learning Platform for Pancreatic Tumor Detection, Generative AI Medical Reporting, and Doctor Assist Support." International Journal of Advance Research and Innovative Ideas In Education 12, no. 3 (2026): 2018-2022.