Search Results for author: Mohamed Daoudi

Found 30 papers, 3 papers with code

Geometric Generative Models based on Morphological Equivariant PDEs and GANs

no code implementations22 Mar 2024 El Hadji S. Diop, Thierno Fall, Alioune Mbengue, Mohamed Daoudi

Equivariant morphological PDE layers are composed of multiscale dilations and erosions formulated in Riemannian manifolds, while group symmetries are defined on a Lie group.

Image Generation

ScanTalk: 3D Talking Heads from Unregistered Scans

no code implementations16 Mar 2024 Federico Nocentini, Thomas Besnier, Claudio Ferrari, Sylvain Arguillere, Stefano Berretti, Mohamed Daoudi

Speech-driven 3D talking heads generation has emerged as a significant area of interest among researchers, presenting numerous challenges.

Basis restricted elastic shape analysis on the space of unregistered surfaces

no code implementations7 Nov 2023 Emmanuel Hartman, Emery Pierson, Martin Bauer, Mohamed Daoudi, Nicolas Charon

The use of such bases allows to simplify the representation of the corresponding shape space to a finite dimensional latent space.

Specificity

Toward Mesh-Invariant 3D Generative Deep Learning with Geometric Measures

no code implementations27 Jun 2023 Thomas Besnier, Sylvain Arguillère, Emery Pierson, Mohamed Daoudi

3D generative modeling is accelerating as the technology allowing the capture of geometric data is developing.

Transformer-based Self-supervised Multimodal Representation Learning for Wearable Emotion Recognition

no code implementations29 Mar 2023 Yujin WU, Mohamed Daoudi, Ali Amad

Recently, wearable emotion recognition based on peripheral physiological signals has drawn massive attention due to its less invasive nature and its applicability in real-life scenarios.

Emotion Classification Emotion Recognition +2

Bipartite Graph Diffusion Model for Human Interaction Generation

1 code implementation24 Jan 2023 Baptiste Chopin, Hao Tang, Mohamed Daoudi

The generation of natural human motion interactions is a hot topic in computer vision and computer animation.

BaRe-ESA: A Riemannian Framework for Unregistered Human Body Shapes

no code implementations ICCV 2023 Emmanuel Hartman, Emery Pierson, Martin Bauer, Nicolas Charon, Mohamed Daoudi

We present Basis Restricted Elastic Shape Analysis (BaRe-ESA), a novel Riemannian framework for human body scan representation, interpolation and extrapolation.

Automatic Estimation of Self-Reported Pain by Trajectory Analysis in the Manifold of Fixed Rank Positive Semi-Definite Matrices

no code implementations5 Sep 2022 Benjamin Szczapa, Mohamed Daoudi, Stefano Berretti, Pietro Pala, Alberto del Bimbo, Zakia Hammal

We compared our method to the state-of-the-art on both datasets using different testing protocols, showing the competitiveness of the proposed approach.

Generating Multiple 4D Expression Transitions by Learning Face Landmark Trajectories

no code implementations29 Jul 2022 Naima Otberdout, Claudio Ferrari, Mohamed Daoudi, Stefano Berretti, Alberto del Bimbo

We thus propose a new model that generates transitions between different expressions, and synthesizes long and composed 4D expressions.

3D Shape Sequence of Human Comparison and Classification using Current and Varifolds

1 code implementation25 Jul 2022 Emery Pierson, Mohamed Daoudi, Sylvain Arguillere

In this paper we address the task of the comparison and the classification of 3D shape sequences of human.

Retrieval

Fusion of Physiological and Behavioural Signals on SPD Manifolds with Application to Stress and Pain Detection

no code implementations17 Jul 2022 Yujin WU, Mohamed Daoudi, Ali Amad, Laurent Sparrow, Fabien D'Hondt

Existing multimodal stress/pain recognition approaches generally extract features from different modalities independently and thus ignore cross-modality correlations.

Interaction Transformer for Human Reaction Generation

1 code implementation4 Jul 2022 Baptiste Chopin, Hao Tang, Naima Otberdout, Mohamed Daoudi, Nicu Sebe

To address this limitation, we propose a novel interaction Transformer (InterFormer) consisting of a Transformer network with both temporal and spatial attention.

3D Skeleton-based Human Motion Prediction with Manifold-Aware GAN

no code implementations1 Mar 2022 Baptiste Chopin, Naima Otberdout, Mohamed Daoudi, Angela Bartolo

Using such a compact representation avoids error accumulation and provides robust representation for long-term prediction while ensuring the smoothness and the coherence of the whole motion.

Human motion prediction motion prediction

A Riemannian Framework for Analysis of Human Body Surface

no code implementations25 Aug 2021 Emery Pierson, Mohamed Daoudi, Alice-Barbara Tumpach

We treat a human body surface as a point in a "shape space" equipped with a family of Riemannian metrics.

Retrieval

Sparse to Dense Dynamic 3D Facial Expression Generation

no code implementations CVPR 2022 Naima Otberdout, Claudio Ferrari, Mohamed Daoudi, Stefano Berretti, Alberto del Bimbo

This allows us to learn how the motion of a sparse set of landmarks influences the deformation of the overall face surface, independently from the identity.

3D Face Animation Facial expression generation

Hybrid Approach for 3D Head Reconstruction: Using Neural Networks and Visual Geometry

no code implementations28 Apr 2021 Oussema Bouafif, Bogdan Khomutenko, Mohamed Daoudi

Recovering the 3D geometric structure of a face from a single input image is a challenging active research area in computer vision.

Modelling the Statistics of Cyclic Activities by Trajectory Analysis on the Manifold of Positive-Semi-Definite Matrices

no code implementations24 Jun 2020 Ettore Maria Celozzi, Luca Ciabini, Luca Cultrera, Pietro Pala, Stefano Berretti, Mohamed Daoudi, Alberto del Bimbo

In this paper, a model is presented to extract statistical summaries to characterize the repetition of a cyclic body action, for instance a gym exercise, for the purpose of checking the compliance of the observed action to a template one and highlighting the parts of the action that are not correctly executed (if any).

Monocular 3D Head Reconstruction via Prediction and Integration of Normal Vector Field

no code implementations27 Feb 2020 Oussema Bouafif, Bogdan Khomutenko, Mohamed Daoudi

Reconstructing the geometric structure of a face from a single input image is a challenging active research area in computer vision.

3D Face Reconstruction Image-to-Image Translation +1

Clinical Depression and Affect Recognition with EmoAudioNet

no code implementations1 Nov 2019 Emna Rejaibi, Daoud Kadoch, Kamil Bentounes, Romain Alfred, Mohamed Daoudi, Abdenour Hadid, Alice Othmani

Automatic analysis of emotions and affects from speech is an inherently challenging problem with a broad range of applications in Human-Computer Interaction (HCI), health informatics, assistive technologies and multimedia retrieval.

Human-Computer Interaction Sound Audio and Speech Processing

A Novel Geometric Framework on Gram Matrix Trajectories for Human Behavior Understanding

no code implementations29 Jun 2018 Anis Kacem, Mohamed Daoudi, Boulbaba Ben Amor, Stefano Berretti, Juan Carlos Alvarez-Paiva

We derived then geometric and computational tools for rate-invariant analysis and adaptive re-sampling of trajectories, grounding on the Riemannian geometry of the underlying manifold.

Action Recognition Emotion Recognition +3

Deep Covariance Descriptors for Facial Expression Recognition

no code implementations10 May 2018 Naima Otberdout, Anis Kacem, Mohamed Daoudi, Lahoucine Ballihi, Stefano Berretti

In this paper, covariance matrices are exploited to encode the deep convolutional neural networks (DCNN) features for facial expression recognition.

Classification Facial Expression Recognition +2

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