Search Results for author: Rémi Kazmierczak

Found 4 papers, 2 papers with code

CLIP-QDA: An Explainable Concept Bottleneck Model

no code implementations30 Nov 2023 Rémi Kazmierczak, Eloïse Berthier, Goran Frehse, Gianni Franchi

In this paper, we introduce an explainable algorithm designed from a multi-modal foundation model, that performs fast and explainable image classification.

Image Classification

Learning to Generate Training Datasets for Robust Semantic Segmentation

no code implementations1 Aug 2023 Marwane Hariat, Olivier Laurent, Rémi Kazmierczak, Shihao Zhang, Andrei Bursuc, Angela Yao, Gianni Franchi

We propose a novel approach to improve the robustness of semantic segmentation techniques by leveraging the synergy between label-to-image generators and image-to-label segmentation models.

Generative Adversarial Network Segmentation +1

MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks

3 code implementations2 Mar 2022 Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Angel Tena, Rémi Kazmierczak, Séverine Dubuisson, Emanuel Aldea, David Filliat

However, disentangling the different types and sources of uncertainty is non trivial for most datasets, especially since there is no ground truth for uncertainty.

Anomaly Detection Autonomous Driving +4

A study of deep perceptual metrics for image quality assessment

1 code implementation17 Feb 2022 Rémi Kazmierczak, Gianni Franchi, Nacim Belkhir, Antoine Manzanera, David Filliat

Several metrics exist to quantify the similarity between images, but they are inefficient when it comes to measure the similarity of highly distorted images.

Image Quality Assessment

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