Text detection and recognition method for medical document structured knowledge extraction
A structured knowledge and text detection technology, applied in character recognition, character and pattern recognition, semantic analysis, etc., can solve the problems of low intelligence and low efficiency of medical document information processing, so as to improve processing efficiency and improve information Utilization efficiency, the effect of intelligent information processing
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Embodiment 1
[0028] A text detection and recognition method for extracting structured knowledge from medical documents, comprising the following steps:
[0029] (1) Image recognition: perform OCR recognition on the preprocessed medical document image;
[0030] (2) Template matching: match the corresponding template of the medical document image for identification from the template database;
[0031] (3) Text detection: the position information of each text in the graph is obtained through text detection based on deep learning;
[0032] (4) Misalignment adjustment: Based on deep learning GCN technology, using the spatial and semantic relationship between texts, it can automatically adjust the misaligned text to the correct position;
[0033] (5) Text recognition: recognize the detected text through the OCR recognition model based on deep learning, convert it into text data, and provide basic data for the structured extraction of text data;
[0034] (6) Result verification: the recognition...
Embodiment 2
[0037] On the basis of Example 1, after verifying the recognition results based on the rule engine, vertical field knowledge map, and value range statistics in step 6, the system provides high-risk recognition items and error prompts for candidate items, which can be manually verified , and record the manual modification behavior, which is convenient for the subsequent model to iteratively upgrade.
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