MICAND: An Experimental Machine Intelligence Framework for the Automated Differentiation of Healthy, Dysplastic and Malignant Tissues Based on Multiphoton Microscopy Datasets

Part of the work implemented at MICAND was presented in the following conference presentations (last update 15.12.2019):

• • A Study on Image Quality in Polarization-Resolved Second Harmonic Generation Microscopy, S.G. Stanciu, F.J. Avila, R. Hristu, J.M. Bueno, Focus on Microscopy, Bordeaux, France, 9-12 April, 2017

• • Correlative Investigations of Biological Specimens using Label Free Far-Field and Near-Field Microscopy Techniques, S.G. Stanciu, J. M. Bueno, D.E. Tranca, F.J. Ávila, R. Hristu and G. A. Stanciu, 2017 European Conference on Lasers and Electro-Optics and the European Quantum Electronics Conference (2017 CLEO®/Europe-EQEC), Munich, Germany, 25-29 June, 2017

• • Local Enhancement of Multiphoton Images of Skin Cancer Tissues Using Polarimetry, F. J. Ávila, S. G. Stanciu, M. Costache and J. M. Bueno, 2017 European Conference on Lasers and Electro-Optics and the European Quantum Electronics Conference (2017 CLEO®/Europe-EQEC), Munich, Germany, 25-29 June, 2017

• • An extraordinary occurrence: Clear cell carcinoma of the fallopian tube associated with endometrioid carcinoma of the uterus; T. A. Georgescu, A. Dumitru, A. M. Lăzăroiu, G. Simion, M. Cîrstoiu, M. Costache, M. Sajin. (Meeting Abstract available in Virchows Arch (2017) 471 (Suppl 1): S327)

• • Crossing paths with lymphomas: A difficult case of histopathological diagnosis; A. Dumitru, B. Pitrop, M. Sajin, M. Costache, T. A. Georgescu, M. M. Cîrstoiu, 29th European Pathology Congress, Amsterdam Netherland, 2-6 September 2017 (Meeting Abstract available in Virchows Arch (2017) 471 (Suppl 1): S134)

• • Immunohistochemical prediction for concurrent endometrial carcinoma on biopsy samples with endometrial intraepithelial neoplasia; T. A. Georgescu, A. Dumitru, A. M. Lăzăroiu, M. Cîrstoiu, M. Costache, M. Sajin. 29th European Pathology Congress, Amsterdam Netherland, 2-6 September 2017 (Meeting Abstract available in Virchows Arch (2017) 471 (Suppl 1): S79)

• • Rhabdomyoblastic transdifferentiation in metastatic melanoma; A. Dumitru, T. A. Georgescu, M. Costache, M. Sajin. 29th European Pathology Congress, Amsterdam Netherland, 2-6 September 2017 (Meeting Abstract available in Virchows Arch (2017) 471 (Suppl 1): S311)

• • Correlative Optical Imaging in the Far-field and Near-field Regimes of Nanostructured Materials and Biological Specimens, S.G. Stanciu, D.E. Tranca, R. Hristu, G.A. Stanciu, 3rd International Symposium on Nanoparticles-Nanomaterials and Applications (3rd ISN2A-2018),  Caparica, Portugal, 22-25 January, 2018

• • Towards Automated Characterization of Label-Free Tissues by Means of Multiphoton Microscopy and Parallelized Bag-of-Features Frameworks that Exploit Complementary Information Categories, S.G. Stanciu, R. Hristu, D. Unay, A . Dumitru, M. Costache, NEUBIAS 2018: The BioImage Analysis Symposium, Szeged, Hungary, 31st January-2nd February 2018

• • Robustness of Local Invariant Feature Descriptors extracted from fixed-grid locations in Laser Scanning Microscopy Images, D. Unay, S.G. Stanciu, NEUBIAS 2018: The BioImage Analysis Symposium, Szeged, Hungary, 31st January-2nd February 2018

• • Robustness of SIFT Feature Descriptors to Imaging Paramters in Laser Scanning Microcopy, D. Unay, S.G. Stanciu, The 26th Signal Processing and Communication Applications conference (SIU 2018), Izmir, Turkey, 2-5 May, 2018.

• • A New Technique in Scanning Near Field Optical Microscopy Used for Investigations on the Biological Samples (invited talk), G.A. Stanciu, D.E. Tranca, R. Hristu, S.G. Stanciu, A.M. Holban, A. Toma, C. Stoichita,  The 20th International Conference on Transparent Optical Networks, Bucharest, Romania, 1-5 July 2018

• • Changes in the collagen structure of thyroid nodule capsules determined by polarization-resolved second harmonic generation microscopy (invited talk), R. Hristu, B. Paun, L. Eftimie, S.G. Stanciu, D.E. Tranca, G.A. Stanciu, International Conference on Transparent Optical Networks, Bucharest, Romania, 1-5 July 2018
  • Towards Automated Tissue Characterization using Parallel Bag-of-Features Experts Dealing with Two-Photon Excitation Fluorescence and Second Harmonic Generation Microscopy Datasets (invited talk), S. G. Stanciu, R. Hristu, A. Dumitru, R. M. Buga, T. Totu, M. Popescu, M. Costache, International Conference on Transparent Optical Networks, Bucharest, Romania, 1-5 July 2018
  • Fast and accurate classification of multiphoton microscopy images from the dermoepidermal junction in human skin using deep learning, M.J. Huttunen, R. Hristu, A. Dumitru,  M. Costache, S.G. Stanciu, NEUBIAS 2019: The BioImage Analysis Symposium, Luxembourg, 6-8 February 2019
  • Investigating human skin using deep learning enhanced multiphoton microscopy (invited), M.J. Huttunen, R. Hristu, A. Dumitru,  M. Costache, S.G. Stanciu, 21^st International Conference on Transparent Optical Networks, Angers, France, 9-13 July 2019
  • Deep Learning Enhanced Multiphoton Microscopy for Investigating the Dermoepidermal Junction in Human Skin, M.J.Huttunen, R. Hristu, A. Dumitru, M. Costache and S.G. Stanciu, OIE 2019, The 13th Japan-Finland Joint Symposium on Optics in Engineering, 26-30 August 2019, in Espoo and Tallinn