4 papers
GWDM: A Guided Wavelet Diffusion Model for Realistic Histopathology Image Generation
Abdullah, Tao Huang, Ickjai Lee +2
Histopathology images are recognized as a reliable and comprehensive modality for Deep Learning (DL) based diagnosis. However, effectiveness is constrained by limited large-scale a…
Adaptation of Foundation Models in Medical Image Analysis: Mechanisms, Evidence, and Deployment Considerations
Karma Phuntsho, Abdullah, Kyungmi Lee +2
Foundation models, pretrained on diverse data, objectives, or modalities for reuse across downstream tasks, are increasingly applied to medical image analysis. Their performance de…
Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions
Karma Phuntsho, Abdullah, Kyungmi Lee +2
Foundation models (FMs) have emerged as a transformative paradigm in medical image analysis, offering the potential to provide generalizable, task-agnostic solutions across a wide…
Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review
Abdullah, Tao Huang, Ickjai Lee +1
The diffusion model has recently emerged as a potent approach in computer vision, demonstrating remarkable performances in the field of generative artificial intelligence. Capable…