Optimizing the accuracy of BIQE systems handwritten, handwriting, BIQE, OCR, ICR, segmentation, batchprocessing is crucial for their effective deployment in diverse applications. Handwritten text recognition, a key component of BIQE, often faces challenges due to its inherent variability. To mitigate these issues, we explore the potential of stream