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20172024
most citedImpact of ultrasound image reconstruction method on breast lesion classification with neural transfer learning

7 citations · 19 across the 14 of their papers we have counts for

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cs.CV2023★ 1 cited

Implicit neural representations for joint decomposition and registration of gene expression images in the marmoset brain

Michal Byra, Charissa Poon, Tomomi Shimogori +1

We propose a novel image registration method based on implicit neural representations that addresses the challenging problem of registering a pair of brain images with similar anat…

cs.CV2023★ 2 cited

Few-shot medical image classification with simple shape and texture text descriptors using vision-language models

Michal Byra, Muhammad Febrian Rachmadi, Henrik Skibbe

In this work, we investigate the usefulness of vision-language models (VLMs) and large language models for binary few-shot classification of medical images. We utilize the GPT-4 mo…

cs.CV2023

An automated pipeline to create an atlas of in situ hybridization gene expression data in the adult marmoset brain

Charissa Poon, Muhammad Febrian Rachmadi, Michal Byra +4

We present the first automated pipeline to create an atlas of in situ hybridization gene expression in the adult marmoset brain in the same stereotaxic space. The pipeline consists…

cs.CV2019★ 2 cited

Breast mass classification in ultrasound based on Kendall's shape manifold

Michal Byra, Michael Andre

Morphological features play an important role in breast mass classification in sonography. While benign breast masses tend to have a well-defined ellipsoidal contour, shape of mali…

cs.CV2018★ 7 cited

Impact of ultrasound image reconstruction method on breast lesion classification with neural transfer learning

Michal Byra, Tomasz Sznajder, Danijel Korzinek +4

Deep learning algorithms, especially convolutional neural networks, have become a methodology of choice in medical image analysis. However, recent studies in computer vision show t…

cs.CV2017

Added value of morphological features to breast lesion diagnosis in ultrasound

Michał Byra, Katarzyna Dobruch-Sobczak, Hanna Piotrzkowska-Wróblewska +1

Ultrasound imaging plays an important role in breast lesion differentiation. However, diagnostic accuracy depends on ultrasonographer experience. Various computer aided diagnosis s…