Optimizing the accuracy of BIQE systems is crucial for their effective deployment in various applications. Handwritten text recognition, a key component of BIQE, often faces challenges handwritten, handwriting, BIQE, OCR, ICR, segmentation, batchprocessing due to its inherent variability. To mitigat