CN111461165A - 图像识别方法、识别模型的训练方法及相关装置、设备 - Google Patents

图像识别方法、识别模型的训练方法及相关装置、设备 Download PDF

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CN111461165A
CN111461165A CN202010121559.5A CN202010121559A CN111461165A CN 111461165 A CN111461165 A CN 111461165A CN 202010121559 A CN202010121559 A CN 202010121559A CN 111461165 A CN111461165 A CN 111461165A
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杨爽
李嘉辉
黄晓迪
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Shanghai Sensetime Intelligent Technology Co Ltd
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Priority to JP2021576344A priority patent/JP2022537781A/ja
Priority to PCT/CN2020/103628 priority patent/WO2021169161A1/zh
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    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/90—Dynamic range modification of images or parts thereof
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
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    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • 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
    • G06T2207/20—Special algorithmic details
    • G06T2207/20004—Adaptive image processing
    • G06T2207/20012—Locally adaptive
    • 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
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • 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
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03—Recognition of patterns in medical or anatomical images

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CN202010121559.5A 2020-02-26 2020-02-26 图像识别方法、识别模型的训练方法及相关装置、设备 Withdrawn CN111461165A (zh)

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CN202010121559.5A CN111461165A (zh) 2020-02-26 2020-02-26 图像识别方法、识别模型的训练方法及相关装置、设备
KR1020217021261A KR20210110823A (ko) 2020-02-26 2020-07-22 이미지 인식 방법, 인식 모델의 트레이닝 방법 및 관련 장치, 기기
JP2021576344A JP2022537781A (ja) 2020-02-26 2020-07-22 画像認識方法、認識モデルの訓練方法及び関連装置、機器
PCT/CN2020/103628 WO2021169161A1 (zh) 2020-02-26 2020-07-22 图像识别方法、识别模型的训练方法及相关装置、设备
TW110101018A TWI767506B (zh) 2020-02-26 2021-01-11 圖像識別方法、識別模型的訓練方法、設備

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CN111815633A (zh) * 2020-09-08 2020-10-23 上海思路迪医学检验所有限公司 医用图像诊断装置、图像处理装置和方法、判断单元以及存储介质
CN112017162A (zh) * 2020-08-10 2020-12-01 上海杏脉信息科技有限公司 病理图像处理方法、装置、存储介质和处理器
CN112132206A (zh) * 2020-09-18 2020-12-25 青岛商汤科技有限公司 图像识别方法及相关模型的训练方法及相关装置、设备
CN112581438A (zh) * 2020-12-10 2021-03-30 腾讯科技（深圳）有限公司 切片图像识别方法、装置和存储介质及电子设备
CN112884707A (zh) * 2021-01-15 2021-06-01 复旦大学附属妇产科医院 基于阴道镜的宫颈癌前病变检测系统、设备及介质
CN113313697A (zh) * 2021-06-08 2021-08-27 青岛商汤科技有限公司 图像分割和分类方法及其模型训练方法、相关装置及介质
CN113436191A (zh) * 2021-08-26 2021-09-24 深圳科亚医疗科技有限公司 一种病理图像的分类方法、分类系统及可读介质
CN113570592A (zh) * 2021-08-05 2021-10-29 印迹信息科技（北京）有限公司 肠胃病检测和模型训练方法、装置、设备及介质
CN113763315A (zh) * 2021-05-18 2021-12-07 腾讯医疗健康(深圳)有限公司 玻片图像的信息获取方法、装置、设备及介质
CN113855079A (zh) * 2021-09-17 2021-12-31 上海仰和华健人工智能科技有限公司 基于乳腺超声影像的实时检测和乳腺疾病辅助分析方法
CN115170571A (zh) * 2022-09-07 2022-10-11 赛维森(广州)医疗科技服务有限公司 胸腹水细胞病理图像识别方法、图像识别装置、介质
CN115861719A (zh) * 2023-02-23 2023-03-28 北京肿瘤医院(北京大学肿瘤医院) 一种可迁移细胞识别工具

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CN114092162B (zh) * 2022-01-21 2022-07-01 北京达佳互联信息技术有限公司 推荐质量确定方法、推荐质量确定模型的训练方法及装置
CN115601749B (zh) * 2022-12-07 2023-03-14 赛维森(广州)医疗科技服务有限公司 基于特征峰值图谱的病理图像分类方法、图像分类装置
CN117726882A (zh) * 2024-02-07 2024-03-19 杭州宇泛智能科技有限公司 塔吊吊物识别方法、系统和电子设备

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Cited By (14)

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Publication number Priority date Publication date Assignee Title
CN112017162B (zh) * 2020-08-10 2022-12-06 上海杏脉信息科技有限公司 病理图像处理方法、装置、存储介质和处理器
CN112017162A (zh) * 2020-08-10 2020-12-01 上海杏脉信息科技有限公司 病理图像处理方法、装置、存储介质和处理器
CN111815633A (zh) * 2020-09-08 2020-10-23 上海思路迪医学检验所有限公司 医用图像诊断装置、图像处理装置和方法、判断单元以及存储介质
CN112132206A (zh) * 2020-09-18 2020-12-25 青岛商汤科技有限公司 图像识别方法及相关模型的训练方法及相关装置、设备
CN112581438A (zh) * 2020-12-10 2021-03-30 腾讯科技（深圳）有限公司 切片图像识别方法、装置和存储介质及电子设备
CN112884707A (zh) * 2021-01-15 2021-06-01 复旦大学附属妇产科医院 基于阴道镜的宫颈癌前病变检测系统、设备及介质
CN113763315A (zh) * 2021-05-18 2021-12-07 腾讯医疗健康(深圳)有限公司 玻片图像的信息获取方法、装置、设备及介质
CN113313697A (zh) * 2021-06-08 2021-08-27 青岛商汤科技有限公司 图像分割和分类方法及其模型训练方法、相关装置及介质
WO2022257410A1 (zh) * 2021-06-08 2022-12-15 青岛商汤科技有限公司 图像分割和分类方法及其模型训练方法、相关装置及介质
CN113570592A (zh) * 2021-08-05 2021-10-29 印迹信息科技（北京）有限公司 肠胃病检测和模型训练方法、装置、设备及介质
CN113436191A (zh) * 2021-08-26 2021-09-24 深圳科亚医疗科技有限公司 一种病理图像的分类方法、分类系统及可读介质
CN113855079A (zh) * 2021-09-17 2021-12-31 上海仰和华健人工智能科技有限公司 基于乳腺超声影像的实时检测和乳腺疾病辅助分析方法
CN115170571A (zh) * 2022-09-07 2022-10-11 赛维森(广州)医疗科技服务有限公司 胸腹水细胞病理图像识别方法、图像识别装置、介质
CN115861719A (zh) * 2023-02-23 2023-03-28 北京肿瘤医院(北京大学肿瘤医院) 一种可迁移细胞识别工具

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