Diagnosis Of Takotsubo Syndrome By Robust Feature Selection From The Complex Latent Space Of DL-based Segmentation Network

no code implementations • 19 Dec 2023 • Fahim Ahmed Zaman, Wahidul Alam, Tarun Kanti Roy, Amanda Chang, Kan Liu, Xiaodong Wu

However, directly using classification or segmentation models on medical to learn latent features opt out robust feature selection and may lead to overfitting.

Disease Prediction feature selection

Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation

no code implementations • 19 Dec 2023 • Fahim Ahmed Zaman, Mathews Jacob, Amanda Chang, Kan Liu, Milan Sonka, Xiaodong Wu

Diffusion models have shown impressive performance for image generation, often times outperforming other generative models.

Image Denoising Image Generation +4

Trust, but Verify: Robust Image Segmentation using Deep Learning

no code implementations • 25 Oct 2023 • Fahim Ahmed Zaman, Xiaodong Wu, Weiyu Xu, Milan Sonka, Raghuraman Mudumbai

We describe a method for verifying the output of a deep neural network for medical image segmentation that is robust to several classes of random as well as worst-case perturbations i. e. adversarial attacks.

Image Segmentation Medical Image Segmentation +2