Level-set, Optimal transport, application to image analysis 2012-2019
Welcome on the web page of this lecture, that I share with Charles Dapogny. You will find here lecture notes and python notebooks.
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Primal-dual algorithm and applications : notebook to
download and
test.
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You are supposed to choose one of those, email me your choice (on a first arrived / first served basis). Alternatively, you could find an article (e.g. on google scholar) in link with the lecture, and of course email me about that. Then you will have to prepare 5 slides summing up the article, that you will present for 5 minutes.
Article on Level-set method / contouring methods
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A Level-Set Method Based on Global and Local Regions for Image Segmentation, ZHAO, Yu Qian, WANG, Xiao Fang, SHIH, Frank Y., et al. International Journal of Pattern Recognition and Artificial Intelligence, 2012, vol. 26, no 01.
Robust segmentation of overlapping cells in histopathology specimens using parallel seed detection and repulsive level set, QI, Xin, XING, Fuyong, FORAN, David J., et al. Biomedical Engineering, IEEE Transactions on, 2012, vol. 59, no 3, p. 754-765.
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Detection of the whole myocardium in 2D-echocardiography for multiple orientations using a geometrically constrained level-set, DIETENBECK, Thomas, ALESSANDRINI, Martino, BARBOSA, Daniel, et al. Medical Image Analysis, 2012, vol. 16, no 2, p. 386-401.
Multi-object spring level sets (MUSCLE), LUCAS, Blake C., KAZHDAN, Michael, et TAYLOR, Russell H. In : Medical Image Computing and Computer-Assisted Intervention–MICCAI 2012. Springer Berlin Heidelberg, 2012. p. 495-503.
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Articles Level-set / other applications than image
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A topology optimization method based on the level set method incorporating a fictitious interface energy, YAMADA, Takayuki, IZUI, Kazuhiro, NISHIWAKI, Shinji, et al. Computer Methods in Applied Mechanics and Engineering, 2010, vol. 199, no 45, p. 2876-2891.
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Articles on seismic imaging and geophysics applications of OT
Articles on optimal transport
Regularized discrete optimal transport, Ferradans, S., Papadakis, N., Rabin, J., Peyré, G., & Aujol, J. F., in Scale Space and Variational Methods in Computer Vision Volume 7893 of the series Lecture Notes in Computer Science pp 428-439. Springer Berlin Heidelberg. 2013.
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Wasserstein active contours, PEYRÉ, Gabriel, FADILI, Jalal, et RABIN, Julien. In : Image Processing (ICIP), 2012 19th IEEE International Conference on. IEEE, 2012. p. 2541-2544.
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