sohelrana-aiub-pro / heart-mri-image-left-atrial-segmentation-challenge-via-deep-learning-models Goto Github PK

->Heart-MRI-Image-Left-Atrial-Segmentation-Challenge-Via-Deep-Learning-Models; The Heart MRI Image-Left Atrial Segmentation dataset is a comprehensive collection of cardiac magnetic resonance imaging (MRI) data specifically focused on the segmentation of the left atrium. The dataset aims to facilitate research and development in the field of cardiac image analysis, particularly for automated segmentation.

Dataset Description: The dataset consists of a diverse range of cardiac MRI images acquired from various clinical centers using different MRI scanners. The images were acquired from patients with a variety of cardiac conditions, including atrial fibrillation, valvular heart disease, and cardiomyopathies. Each image in the dataset is accompanied by corresponding expert annotations that delineate the boundaries of the left atrium. Sample image; dataset Source; https://www.kaggle.com/datasets/adarshsng/heart-mri-image-dataset-left-atrial-segmentation

Potential Applications:

The "Heart MRI Image-Left Atrial Segmentation" dataset can serve as a valuable resource for numerous research areas and applications, including, but not limited to:

Segmentation Algorithm Development: Researchers can utilize the dataset to develop and benchmark automated algorithms for left atrial segmentation, which can aid in clinical decision-making and treatment planning.

Cardiac Image Analysis: The dataset enables the development and evaluation of advanced image analysis techniques for quantifying left atrial dimensions, volume, and shape, which can assist in assessing cardiac function and identifying structural abnormalities.

Clinical Decision Support: Accurate left atrial segmentation can provide crucial information for diagnosing and monitoring cardiac diseases, such as atrial fibrillation, allowing for better treatment planning and intervention guidance.

Deep Learning Predicted Outputs on Test datasets;

Conclusion;

The "Heart MRI Image-Left Atrial Segmentation" dataset offers a comprehensive and diverse collection of cardiac MRI images along with expert annotations for precise left atrial segmentation. This dataset aims to accelerate research and development in the field of cardiac imaging and provide a foundation for advancing automated analysis techniques, ultimately leading to improved diagnosis, treatment, and management of cardiac conditions related to the left atrium.