Chest X-ray image intelligent diagnosis system and diagnosis method thereof
An intelligent diagnosis and chest technology, applied in the field of medical information, can solve the problem of low reporting efficiency, and achieve the effect of improving diagnosis efficiency, reducing workload, and reducing workload.
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Embodiment 1
[0033] figure 1 It shows a schematic structural diagram of a chest X-ray image intelligent diagnosis system according to Embodiment 1 of the present invention;figure 1 As shown, the system includes: an image information management module 10, an image judgment module 20, an image processing module 30, a binary classification intelligent diagnosis module 40 and a structured report module 50, wherein,
[0034] The image information management module 10 is connected to the image judging module, and is used to transmit the patient's medical digital imaging and communication DICOM images to the image judging module 20 through the DICOM protocol when the patient has finished taking the inspection item of chest radiograph;
[0035] Among them, the image information management module is RIS (Radiology Information System) system; the types of patients are outpatients, physical examination patients, and preoperative routine examinations for inpatients.
[0036] The image judging module 2...
Embodiment 2
[0046] Figure 4 A schematic structural diagram of a chest X-ray image intelligent diagnosis system according to Embodiment 2 of the present invention is shown, as Figure 4 As shown, the image judging module 20 also includes a feedback unit 202, which is connected to the structured report module 50, and is used to compare the patients corresponding to the non-frontal chest images in the DICOM images and the frontal chest images that do not meet the preset conditions. The unique ID is sent to the structured reporting module for further diagnosis by the doctor.
[0047] For example, the lateral chest radiograph in the received DICOM image is a chest radiograph that does not meet the requirements, or the image quality of the front chest radiograph image is unqualified due to some reasons, which is also a chest radiograph that does not meet the requirements. The feedback unit sends the patient's unique ID corresponding to the chest radiographs that do not meet the requirements t...
Embodiment 3
[0050] Figure 5 It shows a schematic structural diagram of a chest X-ray image intelligent diagnosis system according to Embodiment 3 of the present invention; Figure 5 As shown, the binary classification intelligent diagnosis module 40 includes a feature extraction unit 402 and a calculation unit 404, wherein,
[0051] The feature extraction unit 402 is connected with the calculation unit 404, and is used to extract the feature data of the qualified chest film after processing, and send the feature data to the calculation unit 404;
[0052] The calculation unit 404 is connected with the feature extraction unit 402, and is used to combine the feature data with the fully connected layer trained by a plurality of normal chest films and abnormal chest films to perform combined calculations of the AND or non-relationship of features, and calculate the processed qualified chest When the normal probability is greater than the first preset threshold, the normal data is output; whe...
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