Deep Learning in Ultrasound Image Analysis


Self-Supervised Learning for Accurate Liver View Classification in Ultrasound Images With Minimal Labeled Data
Abder-Rahman Ali,
Anthony E. Samir,
Peng Guo
[pdf]
[bibtex]
@InProceedings{Ali_2023_CVPR, author = {Ali, Abder-Rahman and Samir, Anthony E. and Guo, Peng}, title = {Self-Supervised Learning for Accurate Liver View Classification in Ultrasound Images With Minimal Labeled Data}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3087-3093} }

Exploring the Utility of Self-Supervised Pretraining Strategies for the Detection of Absent Lung Sliding in M-Mode Lung Ultrasound
Blake VanBerlo,
Brian Li,
Alexander Wong,
Jesse Hoey,
Robert Arntfield
[pdf]
[bibtex]
@InProceedings{VanBerlo_2023_CVPR, author = {VanBerlo, Blake and Li, Brian and Wong, Alexander and Hoey, Jesse and Arntfield, Robert}, title = {Exploring the Utility of Self-Supervised Pretraining Strategies for the Detection of Absent Lung Sliding in M-Mode Lung Ultrasound}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3077-3086} }

Image Inpainting With Hypergraphs for Resolution Improvement in Scanning Acoustic Microscopy
Ayush Somani,
Pragyan Banerjee,
Manu Rastogi,
Anowarul Habib,
Krishna Agarwal,
Dilip K. Prasad
[pdf]
[bibtex]
@InProceedings{Somani_2023_CVPR, author = {Somani, Ayush and Banerjee, Pragyan and Rastogi, Manu and Habib, Anowarul and Agarwal, Krishna and Prasad, Dilip K.}, title = {Image Inpainting With Hypergraphs for Resolution Improvement in Scanning Acoustic Microscopy}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3113-3122} }

A Deep Learning-Based Approach To Increase Efficiency in the Acquisition of Ultrasonic Non-Destructive Testing Datasets
Nick Luiken,
Matteo Ravasi
[pdf]
[bibtex]
@InProceedings{Luiken_2023_CVPR, author = {Luiken, Nick and Ravasi, Matteo}, title = {A Deep Learning-Based Approach To Increase Efficiency in the Acquisition of Ultrasonic Non-Destructive Testing Datasets}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3094-3102} }

Deep Learning Video Classification of Lung Ultrasound Features Associated With Pneumonia
Daniel E. Shea,
Sourabh Kulhare,
Rachel Millin,
Zohreh Laverriere,
Courosh Mehanian,
Charles B. Delahunt,
Dipayan Banik,
Xinliang Zheng,
Meihua Zhu,
Ye Ji,
Travis Ostbye,
Martha-Marie S. Mehanian,
Atinuke Uwajeh,
Adeseye M. Akinsete,
Fen Wang,
Matthew P. Horning
[pdf] [supp]
[bibtex]
@InProceedings{Shea_2023_CVPR, author = {Shea, Daniel E. and Kulhare, Sourabh and Millin, Rachel and Laverriere, Zohreh and Mehanian, Courosh and Delahunt, Charles B. and Banik, Dipayan and Zheng, Xinliang and Zhu, Meihua and Ji, Ye and Ostbye, Travis and Mehanian, Martha-Marie S. and Uwajeh, Atinuke and Akinsete, Adeseye M. and Wang, Fen and Horning, Matthew P.}, title = {Deep Learning Video Classification of Lung Ultrasound Features Associated With Pneumonia}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {3103-3112} }