Search Results for author: Kévin Polisano

Found 5 papers, 1 papers with code

Gridless 2D Recovery of Lines using the Sliding Frank-Wolfe Algorithm

no code implementations18 Mar 2024 Kévin Polisano, Basile Dubois-Bonnaire, Sylvain Meignen

We present a new approach leveraging the Sliding Frank--Wolfe algorithm to address the challenge of line recovery in degraded images.

Line Detection

Instantaneous Frequency Estimation in Multicomponent Signals in Case of Interference Based on the Prony Method

1 code implementation22 Dec 2023 Basile Dubois-Bonnaire, Sylvain Meignen, Kévin Polisano

In this paper, we develop a general method to estimate the instantaneous frequencies of the modes making up a multicomponent signal when the former exhibit interference in the time-frequency plane.

From CNNs to Shift-Invariant Twin Models Based on Complex Wavelets

no code implementations1 Dec 2022 Hubert Leterme, Kévin Polisano, Valérie Perrier, Karteek Alahari

Arguably, our approach's emphasis on retaining high-frequency details contributes to a better balance between shift invariance and information preservation, resulting in improved performance.

On the Shift Invariance of Max Pooling Feature Maps in Convolutional Neural Networks

no code implementations19 Sep 2022 Hubert Leterme, Kévin Polisano, Valérie Perrier, Karteek Alahari

This paper focuses on improving the mathematical interpretability of convolutional neural networks (CNNs) in the context of image classification.

Image Classification

Dual-Tree Wavelet Packet CNNs for Image Classification

no code implementations1 Jan 2021 Hubert Leterme, Kévin Polisano, Valérie Perrier, Karteek Alahari

In this paper, we target an important issue of deep convolutional neural networks (CNNs) — the lack of a mathematical understanding of their properties.

Classification General Classification +1

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