Add theses

Author: paren8esis

content/education/theses/2025-03-26-SAR-multispectral-image-translation/featured.png

@@ -0,0 +1,19 @@
+---
+title: Multispectral image translation from SAR data
+date: 2025-03-26
+show_date: false
+show_related: true
+profile: false
+tags: ['SAR', 'image translation', 'multispectral']
+---
+
+The goal of this thesis is to investigate Deep Learning techniques for the translation of SAR data into multispectral imagery. In particular, the student will utilise a public dataset offering aligned image pairs of the Sentinel-1 (SAR) and Sentinel-2 (multispectral) satellites, such as SEN1-2 [1]. Several DL models can be explored, such as [2]-[4], and their performance will be assessed and compared.
+
+**Prerequisites:** Strong Python skills, Machine Learning basic concepts, Deep Learning python framework (Pytorch, Tensorflow, etc)
+
+**Supervisor:** Maria Sdraka
+
+[1] https://mediatum.ub.tum.de/1436631  <br>
+[2] https://ieeexplore.ieee.org/abstract/document/8825802  <br>
+[3] https://www.sciencedirect.com/science/article/pii/S0031320321003897?casa_token=GOXb7dDI-EwAAAAA:pQPI0bBFRD5YLQ6gHkP7TiwH-RzGX9W3Xdbjz1EGG-Bp4fwQrKVVaH0l_T0uI_23Nvdq6pRi9dvA  <br>
+[4] https://www.mdpi.com/2072-4292/11/17/2067

content/education/theses/2025-03-26-SAR-multispectral-image-translation/index.md

@@ -0,0 +1,18 @@
+---
+title: Crop segmentation from multispectral imagery
+date: 2025-03-26
+show_date: false
+show_related: true
+profile: false
+tags: ['wildfires', 'change detection', 'mapping']
+---
+
+Orion Lab has assembled a novel benchmark dataset, namely Sen4AgriNet [1], for crop classification and segmentation via multi-temporal multispectral satellite imagery. The dataset comprises multi-temporal image acquisitions from the Sentinel-2 satellites over Catalonia and France, and the ground truth labels cover 168 classes. 
+
+The aim of this thesis is to experiment with different Deep Learning models for the segmentation of crops, and/or the detection of parcels.
+
+**Prerequisites:** Strong Python skills, Machine Learning basic concepts, Deep Learning python framework (Pytorch, Tensorflow, etc)
+
+**Supervisor:** Maria Sdraka
+
+[1] https://ieeexplore.ieee.org/abstract/document/9749916