• Srinidhi S Kashyap
• K R Sumana
• Lahari S K

This aspect affects the reading of holographic print messages such as embedded text and code such as the barcodes and QR codes. FSRCNN raises text and code quality in such images and makes reading easier to understand in this study. Thus, FSRCNN, together with OCR systems, enhance the image and text legibility and extraction by eliminating distortions. Integratingstandard image processing with deep learning and enhancing the image quality and also by extracting the edges with great precision, this scholarly work emphasizes the further researches are needed in dealing with various image blurring problems.

Image Processing, FSRCNN, Deep Learning, Text Recognition, OCR, Super-Resolution

"Advanced Image Processing for Enhanced Readability of Text and Codes in Blurred Images", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 7, page no.h163-h166, July-2024, Available :http://www.jetir.org/papers/JETIR2407721.pdf

"Advanced Image Processing for Enhanced Readability of Text and Codes in Blurred Images", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 7, page no. pph163-h166, July-2024, Available at : http://www.jetir.org/papers/JETIR2407721.pdf