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Machine Learning for Segmentation of Lensed Galaxies: Distinguishing Source Galaxies from Gravitational Lenses
Keywords Semanitc Segmentation, Astronomical data, classification  +
Level Master  +
OneLineSummary Machine Learning for Segmentation of Lensed Galaxies: Distinguishing Source Galaxies from Gravitational Lenses  +
Prerequisites Good Programing skills, previous experience with CNN and deep learning, interest in astronomy data.  +
References For general understanding: https://www.youFor general understanding: https://www.youtube.com/watch?v=8PQO4P8pR8o&t=839s Papers: 1. The strong gravitational lens finding challenge - Metcalf, R. B., Meneghetti, M., Avestruz, C., et al. 2019, A&A, 625, A119 2. Testing convolutional neural networks for finding strong gravitational lenses in KiDS - Petrillo, C. E., Tortora, C., Chatterjee, S., et al. 2019a, MNRAS, 482, 807 3. Finding strong gravitational lenses through self-attention - Study based on the Bologna Lens Challenge - Thuruthipilly, H., Adam Zadrozny, Agnieszka Pollo, and Marek Biesiada. A&A, 664:A4 4. The use of convolutional neural networks for modelling large optically-selected strong galaxy-lens samples - Pearson, J., Li, N., & Dye, S. 2019, MNRAS, 488, 991 5. Deep convolutional neural networks as strong gravitational lens detectors - Schaefer, C., Geiger, M., Kuntzer, T., & Kneib, J.-P. 2018, A&A, 611, A2 6. Strong lens systems search in the Dark Energy Survey using Convolutional Neural Networks - K. Rojas, E. Savary, B. Clément, M. Maus, F. Courbin, C. Lemon, J. H. H. Chan, G. Vernardos, R. Joseph, R. Cañameras, A. Galan, DOI: 0.1051/0004-6361/202142119 A. Galan, DOI: 0.1051/0004-6361/202142119
StudentProjectStatus Open  +
Supervisors Tiago Cortinhal + , Idriss Gouigah + , Eren Erdal Aksoy + , Margherita Grespan + , Hareesh Thuruthipilly +
TimeFrame 2023-2024  +
Title Machine Learning for Segmentation of Lensed Galaxies: Distinguishing Source Galaxies from Gravitational Lenses  +
Categories StudentProject  +
Modification dateThis property is a special property in this wiki. 25 October 2023 11:18:41  +
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