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- research-articleFebruary 2024
Few-shot biomedical image segmentation using diffusion models: Beyond image generation
- Bardia Khosravi,
- Pouria Rouzrokh,
- John P. Mickley,
- Shahriar Faghani,
- Kellen Mulford,
- Linjun Yang,
- A. Noelle Larson,
- Benjamin M. Howe,
- Bradley J. Erickson,
- Michael J. Taunton,
- Cody C. Wyles
Computer Methods and Programs in Biomedicine (CBIO), Volume 242, Issue Chttps://doi.org/10.1016/j.cmpb.2023.107832Highlights- Diffusion models create realistic radiographs that are not discernable by experts.
- Synthetic images can be reliably conditioned on demographic and radiologic attributes.
- DDPMs can be used for meaningful feature extraction from ...
Medical image analysis pipelines often involve segmentation, which requires a large amount of annotated training data, which is time-consuming and costly. To address this issue, we proposed leveraging generative models to achieve few-...
- ArticleSeptember 2021
MRI Brain Tumor Segmentation Using Deep Encoder-Decoder Convolutional Neural Networks
- Benjamin B. Yan,
- Yujia Wei,
- Jaidip Manikrao M. Jagtap,
- Mana Moassefi,
- Diana V. Vera Garcia,
- Yashbir Singh,
- Sanaz Vahdati,
- Shahriar Faghani,
- Bradley J. Erickson,
- Gian Marco Conte
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain InjuriesPages 80–89https://doi.org/10.1007/978-3-031-09002-8_7AbstractIn this study, we focus on Task 1 of the 2021 Multimodal Brain Tumor Segmentation (BraTS) challenge. We present a modified U-net model aimed at improving the segmentation of glioblastomas, reducing the computation time without compromising ...
- articleJune 2010
Cell Accelerated Cryoablation Simulation
- Daniel J. Blezek,
- David G. Carlson,
- Lionel T. Cheng,
- Jared A. Christensen,
- Matthew R. Callstrom,
- Bradley J. Erickson
Computer Methods and Programs in Biomedicine (CBIO), Volume 98, Issue 3Pages 241–252https://doi.org/10.1016/j.cmpb.2009.09.004Tumor cryoablation is a clinical procedure where supercooled probes are used to destroy cancerous lesions. Cryoablation is a safe and effective palliative treatment for skeletal metastases, providing immediate and long term pain relief, increasing ...
- ArticleJune 2009
Optimizing non-local means for denoising low dose CT
Due to the rapid increase in use of CT imaging and the recently-heightened awareness of radiation-induced cancer, improving the diagnostic quality of low dose CT has become increasingly important. One potential method is to increase the signal-to-noise ...
- articleMay 2003
Design and implementation of an internet-based medical image viewing system
Journal of Systems and Software (JSSO), Volume 66, Issue 2Pages 167–181https://doi.org/10.1016/S0164-1212(02)00074-2Electronic medical image viewers combined with picture archival and communication systems have become a common part of how hospitals manage their images. Typically, these electronic viewers are platform-dependent and are designed to make use of images ...