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breakpilot-lehrer/klausur-service/backend
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fix: detect red/coloured markers in OCR pipeline 
Two fixes for marker column content (e.g. red "!" marks):

1. Skip _clean_cell_text() noise filter for column_marker — it
   requires 2+ consecutive letters, which drops punctuation-only
   markers like "!" or "*".

2. For marker columns, detect coloured pixels via HSV saturation
   check (S>80) in addition to grayscale darkness. Create a
   binarized image where both dark AND saturated pixels become
   black foreground, so Tesseract can see red markers that appear
   near-white in standard grayscale conversion.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-04 11:38:12 +01:00
..
data
feat(ocr-pipeline): British/American IPA pronunciation choice
2026-03-01 11:08:52 +01:00
mail
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
migrations
feat(ocr-pipeline): add Step 5 word recognition (grid from columns × rows)
2026-02-28 02:18:29 +01:00
models
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
policies
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
routes
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
services
feat: OCR pipeline v2.1 – narrow column OCR, dewarp automation, Fabric.js editor
2026-03-03 22:44:14 +01:00
tests
refactor(word-step): make table fully generic and fix marker-only row filter
2026-03-03 08:45:24 +01:00
admin_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
config.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
country_metadata.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
cv_vocab_pipeline.py
fix: detect red/coloured markers in OCR pipeline
2026-03-04 11:38:12 +01:00
dsfa_corpus_ingestion.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
dsfa_rag_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
eh_pipeline.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
eh_templates.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
embedding_client.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
full_compliance_pipeline.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
full_reingestion.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
github_crawler.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
handwriting_htr_api.py
feat(klausur): Handschrift entfernen + Klausur-HTR implementiert
2026-03-03 12:04:26 +01:00
hybrid_search.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
hybrid_vocab_extractor.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
hyde.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
legal_corpus_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
legal_corpus_ingestion.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
legal_corpus_robust.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
legal_templates_ingestion.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
main.py
feat(klausur): Handschrift entfernen + Klausur-HTR implementiert
2026-03-03 12:04:26 +01:00
metrics_db.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
migrate_rag_chunks.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
minio_storage.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
nibis_ingestion.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
nru_worksheet_generator.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
ocr_labeling_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
ocr_pipeline_api.py
fix: move column expansion AFTER sub-column split
2026-03-04 10:07:40 +01:00
ocr_pipeline_session_store.py
feat(klausur): Handschrift entfernen + Klausur-HTR implementiert
2026-03-03 12:04:26 +01:00
pdf_export.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
pdf_extraction.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
pipeline_checkpoints.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
pyproject.toml
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
qdrant_service.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
rag_evaluation.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
rbac.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
requirements.txt
feat: OCR pipeline v2.1 – narrow column OCR, dewarp automation, Fabric.js editor
2026-03-03 22:44:14 +01:00
reranker.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
self_rag.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
storage.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
template_sources.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
tesseract_vocab_extractor.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
training_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
training_export_service.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
trocr_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
upload_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
vocab_session_store.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
vocab_worksheet_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
worksheet_cleanup_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
worksheet_editor_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
zeugnis_api.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
zeugnis_crawler.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
zeugnis_models.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00
zeugnis_seed_data.py
Initial commit: breakpilot-lehrer - Lehrer KI Platform
2026-02-11 23:47:26 +01:00