About me
I am a PhD student at Inria Sophia-Antipolis since Nov 2017 in the TITANE team under the supervision of Dr. Yuliya Tarabalka as part of the EPITOME project . I have a Master of Science ("Diplôme d'Ingénieur" in French) from the French engineering school "École nationale supérieure des Mines de Saint-Etienne" as well as a Master of Science in Mathematical Imaging and Spatial Pattern Analysis.
Research interests
My research focuses on deep learning approaches to structure satellite images on a large scale. We aim to predict a vector image representation of the earth from satellite bitmap images.
I am a PhD student at Inria Sophia-Antipolis since Nov 2017 in the TITANE team under the supervision of Dr. Yuliya Tarabalka as part of the EPITOME project . I have a Master of Science ("Diplôme d'Ingénieur" in French) from the French engineering school "École nationale supérieure des Mines de Saint-Etienne" as well as a Master of Science in Mathematical Imaging and Spatial Pattern Analysis.
Research interests
My research focuses on deep learning approaches to structure satellite images on a large scale. We aim to predict a vector image representation of the earth from satellite bitmap images.
Publications
Regularized Building Segmentation by Frame Field Learning
Nicolas Girard, Dmitriy Smirnov, Justin Solomon, Yuliya Tarabalka
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Waikoloa, Hawaii, 2020
[video, paper (extended version), bibtex, code]
Nicolas Girard, Dmitriy Smirnov, Justin Solomon, Yuliya Tarabalka
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Waikoloa, Hawaii, 2020
[video, paper (extended version), bibtex, code]
Input similarity from the neural network perspective
Guillaume Charpiat, Nicolas Girard, Loris Felardos, Yuliya Tarabalka
Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2019
[paper, supplementary materials, bibtex, code]
Guillaume Charpiat, Nicolas Girard, Loris Felardos, Yuliya Tarabalka
Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada, 2019
[paper, supplementary materials, bibtex, code]
ClusterNet: Unsupervised Generic Feature Learning for Fast Interactive Satellite Image Segmentation
Nicolas Girard, Andrii Zhygallo, Yuliya Tarabalka
Image and Signal Processing for Remote Sensing (SPIE), Strasbourg, France, 2019
[slides, paper, bibtex, code]
Nicolas Girard, Andrii Zhygallo, Yuliya Tarabalka
Image and Signal Processing for Remote Sensing (SPIE), Strasbourg, France, 2019
[slides, paper, bibtex, code]
Noisy Supervision for Correcting Misaligned Cadaster Maps Without Perfect Ground Truth Data
Nicolas Girard, Guillaume Charpiat, Yuliya Tarabalka
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Yokohama, Japan, 2019
[slides, paper, bibtex, code]
Nicolas Girard, Guillaume Charpiat, Yuliya Tarabalka
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Yokohama, Japan, 2019
[slides, paper, bibtex, code]
Aligning and Updating Cadaster Maps with Aerial Images by Multi-Task, Multi-Resolution Deep Learning
Nicolas Girard, Guillaume Charpiat, Yuliya Tarabalka
The Asian Conference on Computer Vision (ACCV), Perth, Australia, 2018
[paper, supplementary materials, bibtex, code]
Nicolas Girard, Guillaume Charpiat, Yuliya Tarabalka
The Asian Conference on Computer Vision (ACCV), Perth, Australia, 2018
[paper, supplementary materials, bibtex, code]
Multimodal image alignment through a multiscale chain of neural networks with application to remote sensing
Armand Zampieri, Guillaume Charpiat, Nicolas Girard, Yuliya Tarabalka
The European Conference on Computer Vision (ECCV), Munich, Germany, 2018
[paper, bibtex]
Armand Zampieri, Guillaume Charpiat, Nicolas Girard, Yuliya Tarabalka
The European Conference on Computer Vision (ECCV), Munich, Germany, 2018
[paper, bibtex]
End-to-End Learning of Polygons for Remote Sensing Image Classification
Nicolas Girard, Yuliya Tarabalka
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Valencia, Spain, 2018
[slides, paper, bibtex, code]
Nicolas Girard, Yuliya Tarabalka
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Valencia, Spain, 2018
[slides, paper, bibtex, code]