Computer Vision for Microscopy Image Analysis

Self-Supervised Voxel-Level Representation Rediscovers Subcellular Structures in Volume Electron Microscopy

Hongqing Han,

Mariia Dmitrieva,

Alexander Sauer,

Ka Ho Tam,

Jens Rittscher

[pdf]

[bibtex]

@InProceedings{Han_2022_CVPR, author = {Han, Hongqing and Dmitrieva, Mariia and Sauer, Alexander and Tam, Ka Ho and Rittscher, Jens}, title = {Self-Supervised Voxel-Level Representation Rediscovers Subcellular Structures in Volume Electron Microscopy}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1874-1883} }

Cell Selection-Based Data Reduction Pipeline for Whole Slide Image Analysis of Acute Myeloid Leukemia

Jacqueline Kockwelp,

Sebastian Thiele,

Pascal Kockwelp,

Jannis Bartsch,

Christoph Schliemann,

Linus Angenendt,

Benjamin Risse

[pdf]

[bibtex]

@InProceedings{Kockwelp_2022_CVPR, author = {Kockwelp, Jacqueline and Thiele, Sebastian and Kockwelp, Pascal and Bartsch, Jannis and Schliemann, Christoph and Angenendt, Linus and Risse, Benjamin}, title = {Cell Selection-Based Data Reduction Pipeline for Whole Slide Image Analysis of Acute Myeloid Leukemia}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1825-1834} }

An Ensemble Learning and Slice Fusion Strategy for Three-Dimensional Nuclei Instance Segmentation

Liming Wu,

Alain Chen,

Paul Salama,

Kenneth W. Dunn,

Edward J. Delp

[pdf]

[bibtex]

@InProceedings{Wu_2022_CVPR, author = {Wu, Liming and Chen, Alain and Salama, Paul and Dunn, Kenneth W. and Delp, Edward J.}, title = {An Ensemble Learning and Slice Fusion Strategy for Three-Dimensional Nuclei Instance Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1884-1894} }

Fourier Image Transformer

Tim-Oliver Buchholz,

Florian Jug

[pdf] [arXiv]

[bibtex]

@InProceedings{Buchholz_2022_CVPR, author = {Buchholz, Tim-Oliver and Jug, Florian}, title = {Fourier Image Transformer}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1846-1854} }

BCI: Breast Cancer Immunohistochemical Image Generation Through Pyramid Pix2pix

Shengjie Liu,

Chuang Zhu,

Feng Xu,

Xinyu Jia,

Zhongyue Shi,

Mulan Jin

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Liu_2022_CVPR, author = {Liu, Shengjie and Zhu, Chuang and Xu, Feng and Jia, Xinyu and Shi, Zhongyue and Jin, Mulan}, title = {BCI: Breast Cancer Immunohistochemical Image Generation Through Pyramid Pix2pix}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1815-1824} }

Multi-Class Cell Detection Using Modified Self-Attention

Tatsuhiko Sugimoto,

Hiroaki Ito,

Yuki Teramoto,

Akihiko Yoshizawa,

Ryoma Bise

[pdf]

[bibtex]

@InProceedings{Sugimoto_2022_CVPR, author = {Sugimoto, Tatsuhiko and Ito, Hiroaki and Teramoto, Yuki and Yoshizawa, Akihiko and Bise, Ryoma}, title = {Multi-Class Cell Detection Using Modified Self-Attention}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1855-1863} }

Blood Vessel Segmentation From Low-Contrast and Wide-Field Optical Microscopic Images of Cranial Window by Attention-Gate-Based Network

Yunheng Wu,

Masahiro Oda,

Yuichiro Hayashi,

Takanori Takebe,

Shogo Nagata,

Cheng Wang,

Kensaku Mori

[pdf]

[bibtex]

@InProceedings{Wu_2022_CVPR, author = {Wu, Yunheng and Oda, Masahiro and Hayashi, Yuichiro and Takebe, Takanori and Nagata, Shogo and Wang, Cheng and Mori, Kensaku}, title = {Blood Vessel Segmentation From Low-Contrast and Wide-Field Optical Microscopic Images of Cranial Window by Attention-Gate-Based Network}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1864-1873} }

Multi Stain Graph Fusion for Multimodal Integration in Pathology

Chaitanya Dwivedi,

Shima Nofallah,

Maryam Pouryahya,

Janani Iyer,

Kenneth Leidal,

Chuhan Chung,

Timothy Watkins,

Andrew Billin,

Robert Myers,

John Abel,

Ali Behrooz

[pdf] [arXiv]

[bibtex]

@InProceedings{Dwivedi_2022_CVPR, author = {Dwivedi, Chaitanya and Nofallah, Shima and Pouryahya, Maryam and Iyer, Janani and Leidal, Kenneth and Chung, Chuhan and Watkins, Timothy and Billin, Andrew and Myers, Robert and Abel, John and Behrooz, Ali}, title = {Multi Stain Graph Fusion for Multimodal Integration in Pathology}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {1835-1845} }