Article

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2019) Focus prediction in digital holographic microscopy using deep convolutional neural networks. Applied Optics, 58 (5). A202-A208. ISSN 0003-6935

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2018) Detecting the presence of a transparent object in off-axis digital holograms. Digital Holography and Three- Dimensional Imaging 2018 (part of Imaging and Applied Optics 2018).

Book Section

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2017) Focus classification in digital holographic microscopy using deep convolutional neural networks. In: Advances in Microscopic Imaging. Proceedings of SPIE-OSA (10414). SPIE, Bellingham, WA, 104140K. ISBN 9781510612860

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2017) Deep convolutional neural networks and digital holographic microscopy for in-focus depth estimation of microscopic objects. In: Irish Machine Vision and Image Processing Conference Proceedings 2017. Irish Pattern Recognition & Classification Society, pp. 52-59. ISBN 978-0-9934207-2-6

Conference or Workshop Item

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2018) Classification of Digital Holograms with Deep Learning and Hand-Crafted Features. In: Digital Holography and Three- Dimensional Imaging 2018 (part of Imaging and Applied Optics 2018), 2018.

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2018) Principal component analysis on time-lapse captured digital holograms of cell clusters. In: Biophotonics Congress: Biomedical Optics Congress 2018, 2018.

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2018) Temporal Deep Learning Classification of Digital Hologram Reconstructions of Multicellular Samples. In: Biophotonics Congress: Biomedical Optics Congress 2018, 2018.

Pitkäaho, Tomi, Manninen, Aki and Naughton, Thomas J. (2017) Performance of autofocus capability of deep convolutional neural networks in digital holographic microscopy. In: Digital Holography and Three-Dimensional Imaging, 29 May – 1 Jun 2017, JeJu Island, South Korea.

Pitkäaho, Tomi, Naughton, Thomas J. and Manninen, Aki (2016) Monitoring MDCK cell vesicles by digital holographic microscopy and image processing. In: 2016 Imaging and Applied Optics Congress, 2016.