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Gianni Franchi

19

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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 IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024, 46 (4), pp.2027-2040. ⟨10.1109/TPAMI.2023.3328829⟩ Article dans une revue hal-04320979v1
	Learning deep morphological networks with neural architecture search Yufei Hu , Nacim Belkhir , Jesus Angulo , Angela Yao , Gianni Franchi Pattern Recognition, 2022, 131, pp.108893. ⟨10.1016/j.patcog.2022.108893⟩ Article dans une revue hal-03775894v1
	One Versus all for deep Neural Network Incertitude (OVNNI) quantification Gianni Franchi , Andrei Bursuc , Emanuel Aldea , Séverine Dubuisson , Isabelle Bloch IEEE Access, 2022, ⟨10.1109/access.2021.3138978⟩ Article dans une revue hal-03097063v1
	EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: The MonuMAI cultural heritage use case Natalia Díaz-Rodríguez , Alberto Lamas , Jules Sanchez , Gianni Franchi , Ivan Donadello Information Fusion, 2021, ⟨10.1016/j.inffus.2021.09.022⟩ Article dans une revue hal-03379551v1

	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⟩ Communication dans un congrès hal-04480649v1
	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 Communication dans un congrès hal-04480548v1
	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 Communication dans un congrès hal-04480585v1
	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 Communication dans un congrès hal-04321062v1
	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 Communication dans un congrès hal-04321102v1
	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⟩ Communication dans un congrès hal-04321188v1
	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 Communication dans un congrès hal-04454911v1
	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⟩ Communication dans un congrès hal-03775941v1
	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⟩ Communication dans un congrès hal-03775954v1
	SLURP: Side Learning Uncertainty for Regression Problems Xuanlong Yu , Gianni Franchi , Emanuel Aldea The 32nd British Machine Vision Conference, Nov 2021, Online, United Kingdom Communication dans un congrès hal-03400658v1
	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 Communication dans un congrès hal-03400621v1
	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⟩ Communication dans un congrès hal-02916158v1
	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 Communication dans un congrès hal-03097035v2

	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 Rapport hal-02428596v1

	Spatial machine learning applied to multivariate and multimodal images Gianni Franchi Image Processing [eess.IV]. Université Paris sciences et lettres, 2016. English. ⟨NNT : 2016PSLEM071⟩ Thèse tel-01483980v2