Search Results for author: Damien Fourure

Found 3 papers, 3 papers with code

DAEMA: Denoising Autoencoder with Mask Attention

1 code implementation30 Jun 2021 Simon Tihon, Muhammad Usama Javaid, Damien Fourure, Nicolas Posocco, Thomas Peel

Missing data is a recurrent and challenging problem, especially when using machine learning algorithms for real-world applications.

Denoising Imputation

Anomaly Detection: How to Artificially Increase your F1-Score with a Biased Evaluation Protocol

1 code implementation30 Jun 2021 Damien Fourure, Muhammad Usama Javaid, Nicolas Posocco, Simon Tihon

Moreover, we show that the F1-score and the AVPR cannot be used to compare performances on different datasets as they do not reflect the intrinsic difficulty of modeling such data.

Unsupervised Anomaly Detection

Residual Conv-Deconv Grid Network for Semantic Segmentation

1 code implementation25 Jul 2017 Damien Fourure, Rémi Emonet, Elisa Fromont, Damien Muselet, Alain Tremeau, Christian Wolf

However, for semantic image segmentation, where the task consists in providing a semantic class to each pixel of an image, feature maps reduction is harmful because it leads to a resolution loss in the output prediction.

Image Segmentation Segmentation +1

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