CN111652301B - Femoral lesser trochanter identification method and device based on deep learning and electronic equipment - Google Patents
Femoral lesser trochanter identification method and device based on deep learning and electronic equipment Download PDFInfo
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- CN111652301B CN111652301B CN202010464682.7A CN202010464682A CN111652301B CN 111652301 B CN111652301 B CN 111652301B CN 202010464682 A CN202010464682 A CN 202010464682A CN 111652301 B CN111652301 B CN 111652301B
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- 210000000528 lesser trochanter Anatomy 0.000 title claims abstract description 94
- 238000000034 method Methods 0.000 title claims abstract description 61
- 238000013135 deep learning Methods 0.000 title claims abstract description 32
- 230000011218 segmentation Effects 0.000 claims abstract description 61
- 210000000689 upper leg Anatomy 0.000 claims abstract description 33
- 210000002414 leg Anatomy 0.000 claims abstract description 27
- 238000013528 artificial neural network Methods 0.000 claims description 25
- 230000015654 memory Effects 0.000 claims description 17
- 238000012549 training Methods 0.000 claims description 17
- 238000004590 computer program Methods 0.000 claims description 5
- 238000004364 calculation method Methods 0.000 abstract description 10
- 239000003814 drug Substances 0.000 abstract description 5
- 238000013473 artificial intelligence Methods 0.000 abstract description 4
- 238000013527 convolutional neural network Methods 0.000 description 13
- 238000002372 labelling Methods 0.000 description 6
- 230000008569 process Effects 0.000 description 6
- 238000012545 processing Methods 0.000 description 4
- 238000010586 diagram Methods 0.000 description 3
- 230000006870 function Effects 0.000 description 3
- 210000003141 lower extremity Anatomy 0.000 description 3
- 210000000988 bone and bone Anatomy 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000003062 neural network model Methods 0.000 description 2
- 239000007787 solid Substances 0.000 description 2
- 238000003491 array Methods 0.000 description 1
- 238000002591 computed tomography Methods 0.000 description 1
- 210000003414 extremity Anatomy 0.000 description 1
- 210000002436 femur neck Anatomy 0.000 description 1
- 238000003709 image segmentation Methods 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 238000010295 mobile communication Methods 0.000 description 1
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- 238000004904 shortening Methods 0.000 description 1
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- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/11—Region-based segmentation
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30004—Biomedical image processing
- G06T2207/30008—Bone
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CN202010464682.7A CN111652301B (en) | 2020-05-27 | 2020-05-27 | Femoral lesser trochanter identification method and device based on deep learning and electronic equipment |
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CN202010464682.7A CN111652301B (en) | 2020-05-27 | 2020-05-27 | Femoral lesser trochanter identification method and device based on deep learning and electronic equipment |
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Families Citing this family (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113689406B (en) * | 2021-08-24 | 2022-04-08 | 北京长木谷医疗科技有限公司 | Knee joint femoral posterior condylar point identification method and system based on motion simulation algorithm |
CN113870229B (en) * | 2021-09-29 | 2022-03-11 | 北京长木谷医疗科技有限公司 | Method, device, equipment and storage medium for processing image data of proximal femoral medullary cavity |
CN113822231A (en) * | 2021-11-08 | 2021-12-21 | 中国人民解放军陆军特色医学中心 | Inter-trochanter fracture operation auxiliary system based on deep learning image recognition |
CN113850810B (en) * | 2021-12-01 | 2022-03-04 | 杭州柳叶刀机器人有限公司 | Method and surgical system for correcting femur, storage medium, and electronic device |
CN114092466B (en) * | 2021-12-01 | 2024-08-23 | 杭州柳叶刀机器人有限公司 | Method and system for assisting in calculating leg length using deep learning, and readable storage medium |
CN115105111B (en) * | 2022-03-03 | 2023-06-13 | 中国人民解放军总医院第四医学中心 | Quantitative analysis method for human hip triangle morphology anatomical structure |
Citations (6)
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US8649577B1 (en) * | 2008-11-30 | 2014-02-11 | Image Analysis, Inc. | Automatic method and system for measurements of bone density and structure of the hip from 3-D X-ray imaging devices |
CN107358608A (en) * | 2017-08-23 | 2017-11-17 | 西安邮电大学 | Bone tissue geometric state parameter auto-testing device and method based on image processing techniques |
CN108042194A (en) * | 2017-12-25 | 2018-05-18 | 臧学慧 | A kind of fracture of lesser trochanter replacement and fixation bundling belt |
CN108765417A (en) * | 2018-06-15 | 2018-11-06 | 西安邮电大学 | It is a kind of that system and method is generated based on the femur X-ray film of deep learning and digital reconstruction irradiation image |
CN109903268A (en) * | 2019-01-24 | 2019-06-18 | 刘星宇 | It determines the method for the Exception Type of spine image collection and calculates equipment |
CN111179350A (en) * | 2020-02-13 | 2020-05-19 | 张逸凌 | Hip joint image processing method based on deep learning and computing equipment |
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2020
- 2020-05-27 CN CN202010464682.7A patent/CN111652301B/en active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8649577B1 (en) * | 2008-11-30 | 2014-02-11 | Image Analysis, Inc. | Automatic method and system for measurements of bone density and structure of the hip from 3-D X-ray imaging devices |
CN107358608A (en) * | 2017-08-23 | 2017-11-17 | 西安邮电大学 | Bone tissue geometric state parameter auto-testing device and method based on image processing techniques |
CN108042194A (en) * | 2017-12-25 | 2018-05-18 | 臧学慧 | A kind of fracture of lesser trochanter replacement and fixation bundling belt |
CN108765417A (en) * | 2018-06-15 | 2018-11-06 | 西安邮电大学 | It is a kind of that system and method is generated based on the femur X-ray film of deep learning and digital reconstruction irradiation image |
CN109903268A (en) * | 2019-01-24 | 2019-06-18 | 刘星宇 | It determines the method for the Exception Type of spine image collection and calculates equipment |
CN111179350A (en) * | 2020-02-13 | 2020-05-19 | 张逸凌 | Hip joint image processing method based on deep learning and computing equipment |
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Address after: 101102 room 402, 4th floor, building 28, yard 18, Kechuang 13th Street, economic and Technological Development Zone, Daxing District, Beijing Patentee after: Beijing Changmugu Medical Technology Co.,Ltd. Address before: 101102 room 402, 4th floor, building 28, yard 18, Kechuang 13th Street, economic and Technological Development Zone, Daxing District, Beijing Patentee before: BEIJING CHANGMUGU MEDICAL TECHNOLOGY Co.,Ltd. |
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