This invention discloses a text
layout image
recognition system for published and printed textbooks, relating to the fields of
artificial intelligence and
computer vision. It includes a
data acquisition synchronization module, an illumination feature analysis module, a brightness
anomaly detection module, a
paragraph reconstruction and repair module, and a
light source dynamic compensation module. The
data acquisition synchronization module acquires
light source current waveforms, scanning
light intensity changes, page line spacing markers, and imaging
clock information during the text
layout image recognition process, generating a draft containing a complete scanning
time sequence. This invention achieves precise correspondence between
light source brightness and scanning
time sequence through synchronous acquisition of illumination and current, and illumination feature analysis, eliminating the influence of illumination fluctuations and improving the stability of
layout recognition. Combining
paragraph reconstruction and repair with dynamic light source compensation, a closed-
loop control system from illumination detection to page reconstruction is constructed. Illumination balance is optimized through reverse illumination compensation and shading control, ensuring accurate line spacing, continuous layout, and consistent content logic.