{"id":1988,"date":"2023-06-22T21:07:27","date_gmt":"2023-06-22T21:07:27","guid":{"rendered":"https:\/\/dailyai.com\/?p=1988"},"modified":"2023-06-22T21:41:39","modified_gmt":"2023-06-22T21:41:39","slug":"innovative-ai-model-detects-retinal-disease-in-infants","status":"publish","type":"post","link":"https:\/\/dailyai.com\/fr\/2023\/06\/innovative-ai-model-detects-retinal-disease-in-infants\/","title":{"rendered":"Un mod\u00e8le d'IA innovant d\u00e9tecte les maladies r\u00e9tiniennes chez les nourrissons"},"content":{"rendered":"

La r\u00e9tinopathie du pr\u00e9matur\u00e9 (RDP), une grave affection oculaire qui touche les b\u00e9b\u00e9s pr\u00e9matur\u00e9s, est une cause majeure de d\u00e9ficience visuelle et de c\u00e9cit\u00e9.\u00a0<\/b><\/p>\n

Un traitement pr\u00e9coce peut att\u00e9nuer les pires effets de la RDP, mais la p\u00e9nurie d'ophtalmologues p\u00e9diatriques, en particulier dans les pays \u00e0 faible revenu et \u00e0 revenu interm\u00e9diaire, constitue un obstacle majeur.\u00a0<\/span><\/p>\n

Dans une \u00e9tude <\/span>publi\u00e9 dans The Lancet<\/span><\/a>Les chercheurs ont mis au point un mod\u00e8le d'IA sans code pour diagnostiquer la RDP \u00e0 partir d'images r\u00e9tiniennes. <\/span><\/p>\n

Ils pensent que ce mod\u00e8le aidera les ophtalmologues \u00e0 diagnostiquer la maladie depuis n'importe o\u00f9 dans le monde, car il fonctionne sur Google Cloud et ne n\u00e9cessite qu'une expertise technique minimale.<\/span><\/p>\n

\u00c0 propos de la r\u00e9tinopathie du pr\u00e9matur\u00e9 (RDP)<\/span><\/h2>\n

La RDP est une croissance anormale des vaisseaux sanguins dans la r\u00e9tine, g\u00e9n\u00e9ralement observ\u00e9e chez les enfants n\u00e9s avant la 31e semaine de grossesse ou dont le poids corporel est inf\u00e9rieur \u00e0 3 livres.\u00a0<\/span><\/p>\n

Si la RDP l\u00e9g\u00e8re peut se r\u00e9sorber d'elle-m\u00eame, les cas graves peuvent entra\u00eener un d\u00e9collement de la r\u00e9tine, une d\u00e9ficience visuelle et la c\u00e9cit\u00e9.<\/span><\/p>\n

Plusieurs caract\u00e9ristiques r\u00e9tiniennes sont utilis\u00e9es pour diagnostiquer la RDP, notamment la maladie plus, d\u00e9finie comme une tortuosit\u00e9 anormale des vaisseaux sanguins r\u00e9tiniens. \"La pr\u00e9sence d'une maladie plus est consid\u00e9r\u00e9e comme un marqueur de r\u00e9tinopathie n\u00e9cessitant un traitement\", expliquent les chercheurs dans l'\u00e9tude. <\/span>Le d\u00e9pistage syst\u00e9matique par les ophtalmologistes p\u00e9diatriques peut contribuer \u00e0 pr\u00e9venir la progression de la RDP.<\/span><\/p>\n

\u00c9tudes pr\u00e9c\u00e9dentes<\/span> ont d\u00e9j\u00e0 d\u00e9montr\u00e9 que les mod\u00e8les d'IA peuvent diagnostiquer avec pr\u00e9cision une RDP s\u00e9v\u00e8re sur la base de l'analyse des images de la r\u00e9tine.\u00a0<\/span>Cependant, la plupart de ces mod\u00e8les n\u00e9cessitent une expertise technique et des ressources mat\u00e9rielles importantes, qui sont rares dans certains environnements m\u00e9dicaux.\u00a0<\/span><\/p>\n

Un mod\u00e8le d'IA accessible et sans code r\u00e9sout ces probl\u00e8mes, permettant aux ophtalmologues d'acc\u00e9der \u00e0 des diagnostics r\u00e9tiniens de pointe \u00e0 partir de n'importe quel endroit disposant d'une connexion internet.<\/p>\n

Le r\u00f4le de l'IA<\/span><\/h2>\n

L'\u00e9tude compare un mod\u00e8le d'IA sans code construit sur l'interface de programmation d'applications (API) AutoML Vision de Google Cloud et un mod\u00e8le sur mesure construit \u00e0 partir de z\u00e9ro. <\/span><\/p>\n

\"L'application d'IA sans code a \u00e9t\u00e9 d\u00e9velopp\u00e9e \u00e0 partir d'images de nouveau-n\u00e9s issus de milieux ethniques et socio-\u00e9conomiques divers dans un h\u00f4pital du Royaume-Uni\", d\u00e9crivent les chercheurs.<\/span><\/p>\n

Comme il fonctionne sur Google Cloud AutoML, le mod\u00e8le ne n\u00e9cessite qu'une expertise technique minimale et aucun mat\u00e9riel, \u00e0 l'exception d'une connexion \u00e0 Internet : il vous suffit d'introduire vos images r\u00e9tiniennes dans le mod\u00e8le pr\u00e9-entra\u00een\u00e9.<\/span><\/p>\n

L'\u00e9tude a r\u00e9v\u00e9l\u00e9 que le mod\u00e8le Google Cloud AutoML sans code avait des performances similaires \u00e0 celles du mod\u00e8le sur mesure, avec une pr\u00e9cision similaire \u00e0 celle des ophtalmologistes chevronn\u00e9s dans la d\u00e9tection de la maladie plus.<\/span><\/p>\n

L'un des auteurs, le Dr Konstantinos Balaskas, professeur associ\u00e9 \u00e0 l'University College de Londres, dit<\/a>Nous esp\u00e9rons que notre technique d'automatisation du diagnostic de la r\u00e9tinopathie du pr\u00e9matur\u00e9 am\u00e9liorera l'acc\u00e8s aux soins dans les r\u00e9gions mal desservies et pr\u00e9viendra la c\u00e9cit\u00e9 chez des milliers de nouveau-n\u00e9s dans le monde entier. Nous esp\u00e9rons que notre technique d'automatisation du diagnostic de la r\u00e9tinopathie du pr\u00e9matur\u00e9 am\u00e9liorera l'acc\u00e8s aux soins dans les r\u00e9gions mal desservies et pr\u00e9viendra la c\u00e9cit\u00e9 chez des milliers de nouveau-n\u00e9s dans le monde\".<\/span><\/p>\n

Le Dr Deepak Bhatt, MPH, directeur du Mount Sinai Heart \u00e0 New York, a fait l'\u00e9loge de l'\u00e9tude en d\u00e9clarant : \"Il s'agit d'une \u00e9tude intelligente qui montre une application potentiellement tr\u00e8s utile de l'intelligence artificielle. Les auteurs ont montr\u00e9 que leur programme d'intelligence artificielle \u00e9tait aussi performant que des ophtalmologistes chevronn\u00e9s pour identifier une cause majeure de c\u00e9cit\u00e9 chez les enfants en examinant des images r\u00e9tiniennes\".<\/span><\/p>\n

M. Bhatt a soulign\u00e9 le potentiel de l'IA dans le domaine des soins de sant\u00e9 : \"L'apprentissage automatique et l'IA sont sortis du domaine de la science-fiction pour trouver une utilit\u00e9 possible dans la pratique clinique. Cette \u00e9tude en est un bon exemple. D'autres \u00e9tudes de ce type sont n\u00e9cessaires dans diverses populations.\"<\/span><\/p>\n

Les mod\u00e8les bas\u00e9s sur l'informatique d\u00e9mat\u00e9rialis\u00e9e sont accessibles \u00e0 toute personne disposant d'une connexion internet. <\/span><\/p>\n

Il n'y a aucune exigence mat\u00e9rielle et le mod\u00e8le est pr\u00e9-entra\u00een\u00e9, de sorte que vous n'avez besoin que d'une entr\u00e9e (dans ce cas, des images r\u00e9tiniennes).\u00a0<\/span><\/p>\n

Les chercheurs admettent que le mod\u00e8le a \u00e9t\u00e9 test\u00e9 principalement \u00e0 partir d'images prises avec Retcam, un type sp\u00e9cifique de cam\u00e9ra r\u00e9tinienne qui a tendance \u00e0 \u00eatre co\u00fbteux. <\/span><\/p>\n

Toutefois, avec un peu de travail, il pourrait \u00eatre \u00e9tendu \u00e0 d'autres images r\u00e9tiniennes, ce qui aiderait les prestataires de soins de sant\u00e9 \u00e0 acc\u00e9der \u00e0 des diagnostics r\u00e9tiniens de pointe, o\u00f9 qu'ils se trouvent dans le monde. <\/span><\/p>","protected":false},"excerpt":{"rendered":"

La r\u00e9tinopathie du pr\u00e9matur\u00e9 (RDP), une grave affection oculaire qui touche les b\u00e9b\u00e9s pr\u00e9matur\u00e9s, est une cause majeure de d\u00e9ficience visuelle et de c\u00e9cit\u00e9. Un traitement pr\u00e9coce peut att\u00e9nuer les pires effets de la RDP, mais la p\u00e9nurie d'ophtalmologistes p\u00e9diatriques, en particulier dans les pays \u00e0 faible revenu et \u00e0 revenu interm\u00e9diaire, constitue un obstacle majeur. Dans une \u00e9tude publi\u00e9e dans The Lancet, des chercheurs ont mis au point un mod\u00e8le d'IA sans code pour diagnostiquer la RDP \u00e0 partir d'images r\u00e9tiniennes. Ils pensent que ce mod\u00e8le aidera les ophtalmologistes \u00e0 diagnostiquer la maladie o\u00f9 qu'ils se trouvent dans le monde, car il fonctionne sur Google Cloud et ne n\u00e9cessite qu'une expertise technique minimale. \u00c0 propos de la r\u00e9tinopathie du pr\u00e9matur\u00e9 (RDP) La RDP est une croissance anormale des cellules sanguines.<\/p>","protected":false},"author":2,"featured_media":1989,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[166,101],"class_list":["post-1988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-computer-vision","tag-medtech"],"yoast_head":"\nInnovative AI model detects retinal disease in infants | DailyAI<\/title>\n<meta name=\"description\" content=\"Retinopathy of prematurity (ROP), a severe eye condition affecting premature babies, is a leading cause of visual impairment or 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