Search Results for author: Alice Caplier

Found 10 papers, 3 papers with code

Semantic Textual Similarity Assessment in Chest X-ray Reports Using a Domain-Specific Cosine-Based Metric

1 code implementation19 Feb 2024 Sayeh Gholipour Picha, Dawood Al Chanti, Alice Caplier

Medical language processing and deep learning techniques have emerged as critical tools for improving healthcare, particularly in the analysis of medical imaging and medical text data.

Machine Translation Semantic Similarity +1

How far generated data can impact Neural Networks performance?

2 code implementations27 Mar 2023 Sayeh Gholipour Picha, Dawood Al Chanti, Alice Caplier

For the data generation process, we consider generating facial expressions (FEs) by relying on two GANs.

Facial Expression Recognition

Using Synthetic Corruptions to Measure Robustness to Natural Distribution Shifts

1 code implementation26 Jul 2021 Alfred Laugros, Alice Caplier, Matthieu Ospici

Using the overlapping criterion, we split synthetic corruptions into categories that help to better understand neural network robustness.

Using the Overlapping Score to Improve Corruption Benchmarks

no code implementations26 May 2021 Alfred Laugros, Alice Caplier, Matthieu Ospici

To estimate the robustness of neural networks to these common corruptions, we generally use a group of modeled corruptions gathered into a benchmark.

Increasing the Coverage and Balance of Robustness Benchmarks by Using Non-Overlapping Corruptions

no code implementations1 Jan 2021 Alfred Laugros, Alice Caplier, Matthieu Ospici

In this paper, we propose to build corruption benchmarks with only non-overlapping corruptions, to improve their coverage and their balance.

Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training

no code implementations19 Aug 2020 Alfred Laugros, Alice Caplier, Matthieu Ospici

Despite their performance, Artificial Neural Networks are not reliable enough for most of industrial applications.

Data Augmentation

Improving Bag-of-Visual-Words Towards Effective Facial Expressive Image Classification

no code implementations30 Sep 2018 Dawood Al Chanti, Alice Caplier

The efficiency of the proposed algorithm is compared with standard bag of visual words method and with bag of visual words method with spatial pyramid.

Clustering feature selection +2

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