## ADDED Requirements ### Requirement: Layout Detection Image Preprocessing The system SHALL provide optional image preprocessing to enhance layout detection accuracy for documents with faint lines, low contrast, or poor scan quality. #### Scenario: Preprocessing improves table detection - **GIVEN** a document with faint table borders that PP-Structure fails to detect - **WHEN** layout preprocessing is enabled - **THEN** the system SHALL preprocess the image before layout detection - **AND** contrast enhancement SHALL make faint lines more visible - **AND** PP-Structure SHALL receive the preprocessed image for layout detection #### Scenario: Image element extraction uses original quality - **GIVEN** an image element detected by PP-Structure from preprocessed input - **WHEN** the system extracts the image element - **THEN** the system SHALL crop from the ORIGINAL image, not the preprocessed version - **AND** the extracted image SHALL maintain original quality and colors #### Scenario: Preprocessing can be disabled - **GIVEN** `layout_preprocessing_enabled` is set to false in configuration - **WHEN** OCR track processing runs - **THEN** the system SHALL skip preprocessing - **AND** PP-Structure SHALL receive the original image directly #### Scenario: CLAHE contrast enhancement - **WHEN** `layout_preprocessing_contrast` is set to "clahe" - **THEN** the system SHALL apply Contrast Limited Adaptive Histogram Equalization - **AND** the enhancement SHALL not over-saturate already bright regions #### Scenario: Sharpening enhances faint lines - **WHEN** `layout_preprocessing_sharpen` is enabled - **THEN** the system SHALL apply unsharp masking to enhance edges - **AND** faint table borders SHALL become more detectable #### Scenario: Optional binarization for extreme cases - **WHEN** `layout_preprocessing_binarize` is enabled - **THEN** the system SHALL apply adaptive thresholding - **AND** this SHALL be used only for documents with very poor contrast ### Requirement: Preprocessing Track Isolation The layout preprocessing feature SHALL only affect layout detection input without impacting other processing components. #### Scenario: Raw OCR is unaffected - **GIVEN** layout preprocessing is enabled - **WHEN** Raw OCR processing runs - **THEN** Raw OCR SHALL use the original image - **AND** text detection quality SHALL not be affected by preprocessing #### Scenario: Preprocessed image is temporary - **GIVEN** an image is preprocessed for layout detection - **WHEN** layout detection completes - **THEN** the preprocessed image SHALL NOT be persisted to storage - **AND** only the original image and element crops SHALL be saved