眼内腫瘍のインテリジェント診断のための超広場眼底画像データセット
Jie Sun1, Xinyu Zhao1, Shaobin Chen2
1Shenzhen Eye Hospital, Shenzhen Eye Medical Center, Southern Medical University, Shenzhen, China.
Scientific data
|August 30, 2025
まとめ
研究者らは,人工知能 (AI) の開発のために,超広場ファンドス画像の新しいデータセットを作成しました. このデータセットは,人工知能が様々な眼内腫瘍を より効果的に検出し分類するのに役立ちます.
科学分野:
- 眼科について
- 医療用イメージング
- 人工知能
背景:
- 人工知能 (AI) は網膜画像から fundus疾患を診断するためにますます使用されています.
- 眼内腫瘍に対する AI アプリケーションは,大規模で多様なデータセットの欠如によって制限されています.
- ウルトラワイドフィールド (UWF) 画像はより広い視野を提供し,眼内腫瘍の早期発見に有益です.
研究 の 目的:
- 眼内腫瘍の研究のためのUWF fundus画像の包括的なデータセットを開発する.
- 眼内腫瘍の早期診断と分類のためのAIアルゴリズムの進歩を支援する.
主な方法:
- 2031枚のUWFの画像を集めました
- 5種類の眼内腫瘍と正常な画像が含まれています
- 画像は3人の眼科の専門家によって 正確な分類のために注釈されました
主要な成果:
- UWF fundus画像の堅牢で多種多様なデータセットが作成されました.
- このデータセットには2,031の注釈画像があり,AIモデルのトレーニングと検証を容易にする.
- このリソースは,眼内腫瘍検出におけるAIのデータ不足に対応しています.
結論:
- 開発されたUWF fundus画像データセットは,眼科におけるAI研究にとって貴重なリソースです.
- 眼内腫瘍の早期発見と分類のためのAIツールの開発を加速します.
- このデータセットは,AIによる眼疾患の診断能力の進歩を促進します.
関連する概念動画
Imaging Biological Samples with Optical Microscopy
Optical microscopy uses optic principles to provide detailed images of samples. Antonie van Leeuwenhoek designed the first compound optical microscope in the 17th century to visualize blood cells, bacteria, and yeast cells. In 1830, Joseph Jackson Lister created an essentially modern light microscope. The 20th century saw the development of microscopes with enhanced magnification and resolution.
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
Ultrasonography
Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called a...
During an ultrasonography procedure, a handheld device called a...
Imaging Studies I: Kidney, Ureter, and Bladder Studies
Kidney, Ureter, and Bladder (KUB) StudiesKidney, Ureter, and Bladder (KUB) studies are standard diagnostic imaging procedures used to assess the anatomy of the urinary system. They are commonly utilized for patients experiencing abdominal pain or urinary symptoms. By using a simple X-ray of the abdomen, KUB studies can reveal structural and pathological abnormalities within the kidneys, ureters, and bladder. These studies are particularly valuable in diagnosing kidney stones, urinary...
Imaging Studies II: Ultrasonography
IntroductionUltrasonography, or renal ultrasound, is a noninvasive medical imaging technique that uses high-frequency sound waves to visualize the kidneys, ureters, bladder, and surrounding tissues.Indications for Urinary System UltrasonographyUrinary system ultrasonography is indicated in various clinical scenarios, such as:Kidney Stones (Urolithiasis): To detect and monitor the size and presence of kidney or urinary tract stones.Hydronephrosis: To assess the dilation of the renal pelvis and...
Imaging Studies III: Computed Tomography
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
Imaging Studies VII: Vascular Imaging
DefinitionRenal angiography, also known as renal arteriography, is an imaging technique used to obtain a comprehensive view of blood flow and the vascular structure of blood vessels in the kidneys and surrounding areas.PurposeRenal angiography detects blood vessel abnormalities in the kidneys, such as aneurysms, stenosis, thrombosis, vascular tumors, and renal artery stenosis. It evaluates kidney function and guides interventional treatments like angioplasty or stent placement.Pre-Procedure...


