Foundation model for advancing healthcare: challenges, opportunities and future directions

Y He, F Huang, X Jiang, Y Nie, M Wang… - IEEE Reviews in …, 2024 - ieeexplore.ieee.org
Foundation model, trained on a diverse range of data and adaptable to a myriad of tasks, is
advancing healthcare. It fosters the development of healthcare artificial intelligence (AI) …

Gmai-mmbench: A comprehensive multimodal evaluation benchmark towards general medical ai

J Ye, G Wang, Y Li, Z Deng, W Li, T Li… - Advances in …, 2025 - proceedings.neurips.cc
Abstract Large Vision-Language Models (LVLMs) are capable of handling diverse data
types such as imaging, text, and physiological signals, and can be applied in various fields …

Abdomenatlas-8k: Annotating 8,000 ct volumes for multi-organ segmentation in three weeks

C Qu, T Zhang, H Qiao, Y Tang… - Advances in Neural …, 2023 - proceedings.neurips.cc
Annotating medical images, particularly for organ segmentation, is laborious and time-
consuming. For example, annotating an abdominal organ requires an estimated rate of 30 …

Sa-med2d-20m dataset: Segment anything in 2d medical imaging with 20 million masks

J Ye, J Cheng, J Chen, Z Deng, T Li, H Wang… - ar** good understanding of the weight-bearing spatial structure of the spine of a human
subject in a standing position is critical for the treatment of spinal disorders. Such disorders …

[HTML][HTML] BUU-LSPINE: A thai open lumbar spine dataset for spondylolisthesis detection

P Klinwichit, W Yookwan, S Limchareon… - Applied Sciences, 2023 - mdpi.com
(1) Background: Spondylolisthesis, a common disease among older individuals, involves the
displacement of vertebrae. The condition may gradually manifest with age, allowing for …

MLKCA-Unet: Multiscale large-kernel convolution and attention in Unet for spine MRI segmentation

B Wang, J Qin, L Lv, M Cheng, L Li, D **a, S Wang - Optik, 2023 - Elsevier
Medical image segmentation plays a key role in the diagnosis of spinal diseases. Unet has
become a universal structure for image segmentation because of its unique skip connection …

[HTML][HTML] X23D—intraoperative 3D lumbar spine shape reconstruction based on sparse multi-view X-ray data

S Jecklin, C Jancik, M Farshad, P Fürnstahl… - Journal of …, 2022 - mdpi.com
Visual assessment based on intraoperative 2D X-rays remains the predominant aid for
intraoperative decision-making, surgical guidance, and error prevention. However, correctly …