Search Results for author: Philippe Blanc

Found 5 papers, 3 papers with code

Assessment of the Reliablity of a Model's Decision by Generalizing Attribution to the Wavelet Domain

1 code implementation24 May 2023 Gabriel Kasmi, Laurent Dubus, Yves-Marie Saint Drenan, Philippe Blanc

Attribution in the wavelet domain reveals where and on what scales the model focuses, thus enabling us to assess whether a decision is reliable.

Towards unsupervised assessment with open-source data of the accuracy of deep learning-based distributed PV mapping

3 code implementations15 Jul 2022 Gabriel Kasmi, Laurent Dubus, Philippe Blanc, Yves-Marie Saint-Drenan

We define the downstream task accuracy (DTA) as the accuracy over the mapping area, automatically computed using publicly available data sources and the model's outputs and expressed in an interpretable way for operators.

SPIN: Simplifying Polar Invariance for Neural networks Application to vision-based irradiance forecasting

no code implementations29 Nov 2021 Quentin Paletta, Anthony Hu, Guillaume Arbod, Philippe Blanc, Joan Lasenby

Translational invariance induced by pooling operations is an inherent property of convolutional neural networks, which facilitates numerous computer vision tasks such as classification.

Data Augmentation Solar Irradiance Forecasting

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