Search Results for author: Nicolas Gonthier

Found 7 papers, 5 papers with code

FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery

1 code implementation20 Oct 2023 Anatol Garioud, Nicolas Gonthier, Loic Landrieu, Apolline De Wit, Marion Valette, Marc Poupée, Sébastien Giordano, Boris Wattrelos

We introduce the French Land cover from Aerospace ImageRy (FLAIR), an extensive dataset from the French National Institute of Geographical and Forest Information (IGN) that provides a unique and rich resource for large-scale geospatial analysis.

Land Cover Classification Semantic Segmentation +1

The Learnable Typewriter: A Generative Approach to Text Analysis

1 code implementation3 Feb 2023 Ioannis Siglidis, Nicolas Gonthier, Julien Gaubil, Tom Monnier, Mathieu Aubry

Second, we show the potential of our method for new applications, more specifically in the field of paleography, which studies the history and variations of handwriting, and for cipher analysis.

Semantic Segmentation Unsupervised Text Recognition

An analysis of the transfer learning of convolutional neural networks for artistic images

no code implementations5 Nov 2020 Nicolas Gonthier, Yann Gousseau, Saïd Ladjal

Transfer learning from huge natural image datasets, fine-tuning of deep neural networks and the use of the corresponding pre-trained networks have become de facto the core of art analysis applications.

Art Analysis Transfer Learning

High resolution neural texture synthesis with long range constraints

2 code implementations4 Aug 2020 Nicolas Gonthier, Yann Gousseau, Saïd Ladjal

Experiments show the interest of the multi-scale scheme for high resolution textures and the interest of combining it with additional constraints for regular textures.

Texture Synthesis Vocal Bursts Intensity Prediction

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