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Leveraging Global Diagnosis For Tumor Localization In Dynamic Cell Imaging Of Breast Cancer Tissue Towards Fast Biopsying
- Source :
- ISBI, 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), Apr 2021, Nice, France. pp.320-323, ⟨10.1109/ISBI48211.2021.9434110⟩
- Publication Year :
- 2021
- Publisher :
- IEEE, 2021.
-
Abstract
- International audience; 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.
- Subjects :
- medicine.medical_specialty
Computer science
convolutional neural network
[SDV.CAN]Life Sciences [q-bio]/Cancer
Cancer detection
[SDV.MHEP.UN]Life Sciences [q-bio]/Human health and pathology/Urology and Nephrology
01 natural sciences
010309 optics
03 medical and health sciences
breast cancer
Breast cancer
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
Optical coherence tomography
0103 physical sciences
Biopsy
medicine
AKA
030304 developmental biology
0303 health sciences
medicine.diagnostic_test
segmentation
[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
[SDV.IMM.IMM]Life Sciences [q-bio]/Immunology/Immunotherapy
Full field
medicine.disease
classification
dynamic full field optical coherence tomography
aid to diagnosis
[INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV]
Assessment methods
Imaging technique
Radiology
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)
- Accession number :
- edsair.doi.dedup.....f382799d0b60fadf2fc756e6bb58f9fe