Publications

2025

Neural Film Grain Rendering

G. Lesné, Y. Gousseau, S. Ladjal, A. Newson

Eurographics 2025, Code , Paper 

Infusion: Internal Diffusion for Video Inpainting

N. Cherel, A. Almansa, Y. Gousseau, A. Newson

Eurographics 2025, Paper, Code, Project webpage 

Restyling Unsupervised Concept Based Interpretable Networks with Generative Models

J Parekh, Q Bouniot, P Mozharovskyi, A Newson, F d'Alché-Buc

ICLR 2025, Paper 

2024

A Concept-Based Explainability Framework for Large Multimodal Models

J. Parekh, P. Khayatan, M. Shukor, Alasdair Newson, Matthieu Cord

NEURIPS 2024, Paper

Particle tracking in biological images with optical-flow enhanced kalman filtering

R. Reme, A. Newson, E. Angelini, J.C. Olivo-Marin, T. Lagache

ISBI 2024, Paper

Diffusion-Based Image Inpainting with Internal Learning

N. Cherel, A. Almansa, Y. Gousseau, A. Newson

EUSIPCO 2024, Paper

Patch-based stochastic attention for image editing

N. Cherel, A. Almansa, Y. Gousseau, A. Newson

CVIU 2024, Paper, Code 

2023

A Compact and Semantic Latent Space for Disentangled and Controllable Image Editing

G. Lesné, Y. Gousseau, S. Ladjal, A. Newson

CVMP 2023, Paper , Code 

Tracking Intermittent Particles with Self-Learned Visual Features.

R. Reme, V. Piriou, A. Hanson, R. Yuste, A. Newson, E. Angelini, J.-C. Olivo-Marin, T. Lagache

ISBI, 2023 , Paper 

Disentangled latent representations of images with atomic autoencoders

A. Newson, Y. Traonmilin

SAMPTA, 2023 , Paper 

Infusion: Internal Diffusion for Video Inpainting

N. Cherel, A. Almansa, Y. Gousseau, A. Newson

2023, Preprint

2022

Feature-style Encoder for Style-Based GAN Inversion

X. Yao, A. Newson, Y. Gousseau, P. Hellier

ECCV 2022, Paper 

A Patch-based for Diverse and High-Fidelity Single Image Generation

N. Cherel, A. Almansa, Y. Gousseau, A. Newson

ICIP, 2022 , Paper, Code 

PCA-AE: Principal Component Analysis Autoencoder for Organising the Latent Space of Generative Networks

C-H. Pham, S. Ladjal, A. Newson

JMIV, 2022, Paper 

Patch-based Stochastic Attention for Image Editing

N. Cherel, A. Almansa, Y. Gousseau, A. Newson

ArXiv, 2022, Paper 

2021

A Latent Transformer for Disentangeled Face Editing in Images and Videos

X. Yao, A. Newson, Y. Gousseau, P. Hellier

ICCV, 2021, Paper, Code 

Multi-view Radar Semantic Segmentation

A. Ouaknine, A. Newson, F. Tupin, P. Pérez, J. Rebut

ICCV, 2021, Paper , Code 

Learning Non-Linear Disentangled Editing For StyleGAN

X. Yao, A. Newson, Y. Gousseau, P. Hellier

ICIP, 2021, Paper 

2020

High Resolution Face Age Editing

X. Yao, G. Puy, A. Newson, Y. Gousseau, P. Hellier

ICPR, 2020, Paper,  Code

CARRADA Dataset: Camera and Automotive Radar with Range-Angle-Doppler Annotations

A. Ouaknine, A. Newson, J. Rebut, F. Tupin, P. Pérez

ICPR, 2020, Paper

A PCA-like Autoencoder

S. Ladjal, A. Newson, C-H Pham

arXiv:1904.01277, 2019, Preprint

Un Modèle Aléatoire pour le Grain Photographique

J. Delon, A. Newson

Images des mathématiques, 2020, Paper

2018

Taking Apart Autoencoders: How do They Encode Geometric Shapes?

A. Newson, A. Almansa, S. Ladjal, Y. Gousseau, HAL preprint

2015

Low-Rank Spatio-Temporal Video Segmentation

A. Newson, M. Tepper, G. Sapiro

BMVC, 2015

Multi-temporal Foreground Detection in Videos

M. Tepper, A. Newson, P. Sprechmann, G. Sapiro

ICIP, 2015,  Project webpage

2014

2013

Towards fast, generic video inpainting

A. Newson, A. Almansa, M. Fradet,Y. Gousseau, P. Pérez

CVMP 2013, BEST STUDENT PAPER AWARD, Project webpage

Temporal filtering of line scratch detections in degraded films.

A. Newson, A. Almansa, Y. Gousseau, P. Pérez.

ICIP 2013, Project webpage

Vers un inpainting video automatique, rapide et generique

A. Newson, M. Fradet, P. Pérez, A. Almansa, Y. Gousseau.

Gretsi 2013, Paper

2012

Adaptive line scratch detection in degraded films.

A. Newson, P. Pérez, A. Almansa, Y. Gousseau.

CVMP 2012, Project webpage

Habilitation à Diriger des Recherches (HDR)

On Several Mathematical and Data-Driven Models for Image and Video Editing, Synthesis and Analysis

A. Newson, 2023

Download pdf (english)

PhD Thesis

On Video Completion: Line Scratch Detection in Films and Video Inpainting of Complex Scenes

A. Newson, 2014

Download pdf (english)

Download pdf (english, with a summary in french)