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Gianni Franchi

20
Documents

Presentation

I'm an assistant professor in the U2IS at ENSTA Paris. My research focuses on theoretical deep learning. I'm interested in uncertainty and deep learning, statistical models, semi-supervised learning, domain adaptation, etc ...

Publications

A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors

Olivier Laurent , Emanuel Aldea , Gianni Franchi
12th International Conference on Learning Representations. ICLR 2024, May 2024, Vienna, Austria
Conference papers hal-04480585v1
Image document

NECO: NEURAL COLLAPSE BASED OUT-OF-DISTRIBUTION DETECTION

Mouin Ben Ammar , Nacim Belkhir , Sebastien Popescu , Antoine Manzanera , Gianni Franchi
The Twelfth International Conference on Learning Representations, May 2024, Vienne (AUT), France
Conference papers hal-04480548v1
Image document

Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression

Xuanlong Yu , Gianni Franchi , Jindong Gu , Emanuel Aldea
38th AAAI Conference on Artificial Intelligence (AAAI-24), Feb 2024, Vancouvert, Canada. ⟨10.48550/arXiv.2308.09065⟩
Conference papers hal-04480649v1

Learning to Generate Training Datasets for Robust Semantic Segmentation

Marwane Hariat , Olivier Laurent , Rémi Kazmierczak , Andrei Bursuc , Angela Yao
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan 2024, WAIKOLOA, United States
Conference papers hal-04321102v1

InfraParis: A multi-modal and multi-task autonomous driving dataset

Gianni Franchi , Marwane Hariat , Xuanlong Yu , Nacim Belkhir , Antoine Manzanera
WACV 2024 - IEEE/CVF Winter Conference on Applications of Computer Vision, Jan 2024, Waikoloa, United States
Conference papers hal-04321062v1
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The Robust Semantic Segmentation UNCV2023 Challenge Results

Xuanlong Yu , Juan C Sanmiguel , Xiaowen Zhang , Marcos Escudero-Viñolo , Rui Peng
2023 IEEE/CVF International Conference on Computer Vision (ICCVW) Workshops, Oct 2023, Paris, France. pp.4620-4630, ⟨10.1109/iccvw60793.2023.00496⟩
Conference papers hal-04321188v1
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On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression

Xuanlong Yu , Gianni Franchi , Emanuel Aldea
29th IEEE International Conference on Image Processing (IEEE ICIP), Oct 2022, Bordeaux, France. ⟨10.1109/ICIP46576.2022.9897930⟩
Conference papers hal-03775941v1
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Latent Discriminant deterministic Uncertainty

Gianni Franchi , Xuanlong Yu , Andrei Bursuc , Emanuel Aldea , Séverine Dubuisson
European Conference on Computer Vision (ECCV 2022), Oct 2022, Tel Aviv,, Israel. ⟨10.1007/978-3-031-19775-8_15⟩
Conference papers hal-03775954v1
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MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks

Gianni Franchi , Xuanlong Yu , Andrei Bursuc , Angel Tena , Rémi Kazmierczak
33rd British Machine Vision Conference, Nov 2022, London, United Kingdom
Conference papers hal-04454911v1

Robust Semantic Segmentation with Superpixel-Mix

Gianni Franchi , Nacim Belkhir , Mai Lan Ha , Yufei Hu , Andrei Bursuc
The British Machine Vision Conference (BMVC), Nov 2021, Online, United Kingdom
Conference papers hal-03400621v1

SLURP: Side Learning Uncertainty for Regression Problems

Xuanlong Yu , Gianni Franchi , Emanuel Aldea
The 32nd British Machine Vision Conference, Nov 2021, Online, United Kingdom
Conference papers hal-03400658v1
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Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification

Gianni Franchi , Andrei Bursuc , Emanuel Aldea , Séverine Dubuisson , Isabelle Bloch
NeurIPS workshop on Bayesian Deep Learning, Dec 2020, Vancouver, Canada
Conference papers hal-03097035v2

Tracking hundreds of people in densely crowded scenes with particle filtering supervising deep convolutional neural networks

G. Franchi , Emanuel Aldea , Séverine Dubuisson , Isabelle Bloch
IEEE International Conference on Image Processing (ICIP), 2020, Abu Dhabi, Unknown Region. ⟨10.1109/ICIP40778.2020.9190953⟩
Conference papers hal-02916158v1

TRADI: Tracking deep neural network weight distributions

Gianni Franchi , Andrei Bursuc , Emmanuel Aldea , Séverine Dubuisson , Isabelle Bloch
[Research Report] Telecom Paristech; LTCI - Laboratoire Traitement et Communication de l'Information [Paris]. 2019
Reports hal-02428596v1
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Spatial machine learning applied to multivariate and multimodal images

Gianni Franchi
Image Processing [eess.IV]. Université Paris sciences et lettres, 2016. English. ⟨NNT : 2016PSLEM071⟩
Theses tel-01483980v2