国产精品99一区二区三_免费中文日韩_国产在线精品一区二区_日本成人手机在线

China Focus: Chinese AI promotes accurate, quick diagnosis of cervical cancer

Source: Xinhua| 2019-07-18 17:05:18|Editor: Liangyu
Video PlayerClose

GUANGZHOU, July 18 (Xinhua) -- Using artificial intelligence (AI) technologies, Chinese researchers have developed a rapid and accurate screening model to diagnose cervical cancer, a common and fatal disease in women.

Cervical cancer, caused by the human papilloma virus (HPV), is the fourth most frequent cancer in women worldwide, with an estimated 570,000 new cases reported and 311,000 deaths from the disease in 2018, according to the World Health Organization.

In China, the incidence and death rates of cervical cancer are also high, with 130,000 new cases reported last year. Most cases are caused by delayed checks.

The current method to detect abnormal cervical cells is cytology-based screening, known as the Pap test. It is often done during a pelvic examination which allows the health care professional to have a clear view of the cervix and upper vagina by a speculum and take a sample of cervical cells.

Based on more than 200,000 pathological images selected from over 43.5 million cervical screening samples, experts from KingMed Diagnostics, a Guangzhou-based medical diagnostic testing company, along with computer engineers from Huawei Cloud, a subsidiary of the Chinese tech giant Huawei, over one year developed an AI-assisted screening model, which can diagnose the disease with an accuracy of over 99 percent, while costing only one-tenth of the examination time performed by pathologists.

"Pathologists spend an average of six minutes in examining a cervical screening sample under a microscope, while the AI model just needs 36 seconds per case," said Luo Pifu, director of the company's pathological department and lead researcher of the program.

Cervical cancer can often be detected early, and sometimes even prevented entirely, by having regular screenings. More than 350 million Chinese women aged 30 to 65 need cervical cancer check-ups every three to five years, but the country still lacks the screening capacity to meet the demand.

Data from the National Health Commission shows that China offered free cervical cancer checks to 85 million rural women from 2009 to 2018, to promote screening in impoverished areas.

In addition, a report last year by state television broadcaster CCTV shows that China currently has about 10,000 licensed pathologists but still requires at least a further 90,000.

The talent shortage has limited the promotion of cervical cancer screening, according to Li Yinghua, chief information officer of KingMed Diagnostics.

The company expects the AI-assisted screening to help offset the shortage of well-trained pathologists, as well as expand the scope of early examination of cervical cancer in China.

In 2018, KingMed and Huawei agreed to cooperate in building an AI model for cervical cancer screening.

Compared with AI models using CT or MRI images, the AI-assisted screening model for pathology is more complicated, as pathological images are richer in color, larger in size, and require higher precision so that doctors can see the abnormality of cells, said Luo.

Many cancer patients have to take pathological examinations to know whether their tumors are malignant or benign. Pathological images are an important basis for doctors to make treatment plans.

To train, validate and test the AI, developers fed it with 32,000 samples collected by the company from six provinces in the past 12 years.

The AI was built on the basis of ModelArts, an AI development platform developed by Huawei Cloud which turned the diagnostic experiences accumulated by experts into algorithms and models.

With technologies such as data annotation, model training, image classification and case-based reasoning, the AI can automatically complete the diagnosis procedure, while the pathologists only need to review and confirm the positive cases, said Tu Dandan, a senior technical director of the Huawei Cloud.

Results showed that the model can diagnose the disease with a true positive rate of over 99.9 percent, and a negative predictive value of more than 99 percent, according to the diagnostics company.

The two companies will continue cooperation to explore more possible applications of the AI technologies in the field of pathology, such as breast, digestive system, kidney and blood diseases.

"We believe the AI-assisted screening model can save a great deal of manual labor and expand screening coverage, which will benefit more people," said Luo.

TOP STORIES
EDITOR’S CHOICE
MOST VIEWED
EXPLORE XINHUANET
010020070750000000000000011100001382375241
国产精品99一区二区三_免费中文日韩_国产在线精品一区二区_日本成人手机在线
久久久www| 亚洲网在线观看| 尤物精品在线| 亚洲国产日韩综合一区| 亚洲三级免费观看| 亚洲一区999| 久久精品国产999大香线蕉| 嫩草影视亚洲| 欧美日韩视频在线| 国产欧美精品日韩精品| 亚洲成人资源网| 亚洲午夜一二三区视频| 久久精品最新地址| 欧美精品一区二区三区在线看午夜| 国产精品久久国产精麻豆99网站| 国产一区二区三区丝袜| 亚洲免费观看高清在线观看| 香蕉久久国产| 欧美精品一区二区三区四区| 国产农村妇女精品| 亚洲激情偷拍| 久久成人在线| 欧美日韩国语| 精品二区久久| 午夜精品福利视频| 欧美激情按摩在线| 国模 一区 二区 三区| 一本色道综合亚洲| 久久综合伊人77777麻豆| 国产精品成人va在线观看| 在线观看成人网| 午夜精品久久久久久久白皮肤| 欧美成人精品在线| 国产一区二区三区高清| 在线视频日韩| 欧美成人69av| 国产日韩欧美a| 在线亚洲+欧美+日本专区| 另类亚洲自拍| 国产视频亚洲精品| 亚洲午夜精品一区二区三区他趣| 暖暖成人免费视频| 国产亚洲欧美一区在线观看 | 亚洲国产精品久久久久秋霞蜜臀 | 久久精品一区二区三区不卡牛牛| 欧美人在线视频| 精品91久久久久| 亚洲欧美日韩在线播放| 欧美日韩福利在线观看| 亚洲国产成人av在线| 久久av一区二区三区| 国产精品久久久久久久午夜片| 亚洲精品国产精品国自产观看浪潮| 久久婷婷蜜乳一本欲蜜臀| 国产美女诱惑一区二区| 亚洲视频精选| 欧美日本一区| 亚洲精品久久久久久久久久久久久 | 亚洲日本aⅴ片在线观看香蕉| 久久国产精品久久w女人spa| 国产精品久久久| 在线综合+亚洲+欧美中文字幕| 欧美高清在线播放| 1024精品一区二区三区| 久久久精品欧美丰满| 国产视频久久网| 性欧美18~19sex高清播放| 欧美午夜视频一区二区| 一区二区高清视频在线观看| 欧美激情视频在线播放| 亚洲激情小视频| 欧美h视频在线| 亚洲国产精品一区| 免费日韩av| 亚洲国产精品一区制服丝袜 | 亚洲午夜激情| 国产精品国内视频| 亚洲一级免费视频| 国产精品扒开腿做爽爽爽软件| 一区二区三区www| 欧美日韩亚洲高清| 99热精品在线观看| 欧美视频免费看| 亚洲伊人久久综合| 国产精品一区久久| 久久av免费一区| 韩日欧美一区二区| 裸体歌舞表演一区二区| 亚洲国产欧美日韩另类综合| 欧美91大片| av成人黄色| 国产精品女人久久久久久| 午夜精品一区二区在线观看| 国产一区91| 久久久亚洲综合| 亚洲第一主播视频| 欧美激情久久久久久| 这里只有精品视频在线| 国产精品日韩精品| 久久精品国产综合| 在线欧美视频| 欧美另类videos死尸| 国产精品99久久久久久久女警 | 一本色道久久综合狠狠躁篇怎么玩| 欧美四级在线| 午夜一区二区三视频在线观看| 国产亚洲欧美一区在线观看| 久久久久久久国产| 在线日韩中文字幕| 欧美日韩综合视频| 午夜在线观看欧美| 伊人久久大香线蕉综合热线| 国内精品一区二区| 欧美顶级少妇做爰| 一区二区三区四区蜜桃| 国产视频丨精品|在线观看| 久久天天综合| 亚洲最快最全在线视频| 国产精品影视天天线| 久久久蜜臀国产一区二区| 国产精品女人网站| 久久精品一区二区三区四区| 亚洲国产一区二区精品专区| 欧美午夜a级限制福利片| 欧美一区二区三区免费大片| 在线精品国精品国产尤物884a| 欧美人与禽性xxxxx杂性| 久久aⅴ国产欧美74aaa| 亚洲精品欧美在线| 国产欧美日韩伦理| 欧美高清在线一区| 先锋影音网一区二区| 在线电影一区| 国产精品久久久久久亚洲调教| 久久网站热最新地址| 中文国产一区| 在线观看福利一区| 国产精品久久91| 欧美丰满少妇xxxbbb| 亚洲综合第一| 亚洲精美视频| 国产欧美一区二区精品忘忧草| 欧美国产视频日韩| 久久国产99| 亚洲视频在线看| 亚洲第一区在线观看| 国产精品久久久久久久免费软件 | 欧美在线在线| 一本一本久久a久久精品综合妖精| 国产亚洲精品久久久久婷婷瑜伽 | 国产欧美日韩在线观看| 欧美岛国在线观看| 欧美一区视频在线| 一区二区三区高清不卡| 激情成人av在线| 国产精品美女久久久久久2018| 美玉足脚交一区二区三区图片| 亚洲——在线| 最新国产乱人伦偷精品免费网站 | 亚洲一区二区三区在线视频| 伊人久久大香线蕉综合热线| 国产精品入口日韩视频大尺度| 欧美国产日韩xxxxx| 久久久福利视频| 亚洲欧美中文字幕| 一区二区欧美在线| 最新成人在线| 一区二区三区在线免费视频| 国产精品免费视频xxxx| 欧美久久久久中文字幕| 美国成人毛片| 久久久精品性| 欧美亚洲一区| 亚洲男同1069视频| 日韩一级裸体免费视频| 亚洲黄色一区二区三区| 在线播放国产一区中文字幕剧情欧美| 国产欧美日韩综合精品二区| 欧美三日本三级少妇三2023| 欧美国产精品人人做人人爱| 快she精品国产999| 久久久久久一区二区| 欧美怡红院视频| 午夜欧美大片免费观看| 亚洲一区视频| 亚洲尤物在线| 亚洲一区二区三区精品在线观看| 99国产精品国产精品久久| 91久久久国产精品| 亚洲国产精品久久久| 在线精品国产成人综合| 黄色亚洲网站| 精品成人国产| 伊人春色精品| 亚洲国语精品自产拍在线观看| 亚洲第一免费播放区| 亚洲国产专区校园欧美| 亚洲国产欧美一区二区三区丁香婷| 亚洲电影下载| 91久久精品国产| 亚洲美女av电影| 9l视频自拍蝌蚪9l视频成人| 一本久道久久久| 亚洲视频每日更新|