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Leveraging Global Diagnosis For Tumor Localization In Dynamic Cell Imaging Of Breast Cancer Tissue Towards Fast Biopsying

Abstract : We propose a fast aid-to-diagnosis biopsy assessment method convenient at the point-of-care, on account of both the imaging technique and the algorithm applied. The procedure implies a pipeline of classification and localization of tumors in breast cancer biopsies imaged with a recently developed non-invasive imaging modality: Dynamic Cell Imaging (aka Dynamic Full Field Optical Coherence Tomography). This allows for fast and interpretable extemporaneous cancer detection with high confidence; we obtained a performance of 96% classification accuracy together with a coarse localization of tumors, even so for single isolated invasive cells.
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https://hal-pasteur.archives-ouvertes.fr/pasteur-03721547
Contributor : Vannary Meas-Yedid Connect in order to contact the contributor
Submitted on : Tuesday, July 12, 2022 - 5:03:25 PM
Last modification on : Saturday, July 16, 2022 - 3:49:41 AM

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D. Mandache, E. Benoit a La Guillaume, M.-C. Mathieu, J.-C. Olivo-Marin, V. Meas-Yedid. Leveraging Global Diagnosis For Tumor Localization In Dynamic Cell Imaging Of Breast Cancer Tissue Towards Fast Biopsying. 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), Apr 2021, Nice, France. pp.320-323, ⟨10.1109/ISBI48211.2021.9434110⟩. ⟨pasteur-03721547⟩

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