# Hybrid CNN-Transformer Learning Framework with Bidirectional Multi-Head Cross-Attention for Multi-Source Diabetic Retinopathy Classification

_Computer Modeling in Engineering & Sciences · Marwa M. Emam, Leila Jamel, Amina Salhi et al. · 2026_

Canonical: https://diginpl.com/books/paper-cmes-2026-090570
Last updated: 2026-10-27

## Quick facts

- **Author:** Marwa M. Emam; Leila Jamel; Amina Salhi; Wael Y. Alghamdi; Rayan Alshamrani; Ashrf Althbiti; Abdulaziz A. Alshihri; Yousef Alshumrani ([Crossref](https://doi.org/10.32604/cmes.2026.090570))
- **Published:** 2026 ([Crossref](https://doi.org/10.32604/cmes.2026.090570))
- **Publisher:** Tech Science Press ([Crossref](https://doi.org/10.32604/cmes.2026.090570))
- **Journal:** Computer Modeling in Engineering & Sciences ([Crossref](https://doi.org/10.32604/cmes.2026.090570))
- **DOI:** 10.32604/cmes.2026.090570 ([Crossref](https://doi.org/10.32604/cmes.2026.090570))

## Questions

**Who wrote Hybrid CNN-Transformer Learning Framework with Bidirectional Multi-Head Cross-Attention for Multi-Source Diabetic Retinopathy Classification?**  
Hybrid CNN-Transformer Learning Framework with Bidirectional Multi-Head Cross-Attention for Multi-Source Diabetic Retinopathy Classification was written by Marwa M. Emam, Leila Jamel, Amina Salhi, Wael Y. Alghamdi.

**When was Hybrid CNN-Transformer Learning Framework with Bidirectional Multi-Head Cross-Attention for Multi-Source Diabetic Retinopathy Classification first published?**  
Hybrid CNN-Transformer Learning Framework with Bidirectional Multi-Head Cross-Attention for Multi-Source Diabetic Retinopathy Classification was first published in 2026.

## Sources

- [Publisher record (DOI, via Crossref)](https://doi.org/10.32604/cmes.2026.090570)

## Licence and attribution

Open-access publication. Read it free at the publisher: https://doi.org/10.32604/cmes.2026.090570.

## Cite this page

"Hybrid CNN-Transformer Learning Framework with Bidirectional Multi-Head Cross-Attention for Multi-Source Diabetic Retinopathy Classification". DigiNepal. Last updated 27 October 2026. https://diginpl.com/books/paper-cmes-2026-090570. Retrieved 6 November 2026.