ENSTA Paris - U2IS - AI

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19 repositories

torch-uncertainty
Public
Open-source framework for uncertainty and deep learning models in PyTorch 🌱
computer-vision pytorch bayesian-network uncertainty neural-networks ensembles uncertainty-quantification mixup predictive-uncertainty trustworthy-machine-learning
Python
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Apache License 2.0
•20•307•11•1•Updated Nov 20, 2024Nov 20, 2024
awesome-uncertainty-deeplearning
Public
This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.
awesome deep-neural-networks uncertainty-neural-networks uncertainty-quantification uncertainty-estimation uncertainty-analysis awesome-resources deep-learning-tutorials machine-learning deep-learning
MIT License
•55•579•0•0•Updated Oct 3, 2024Oct 3, 2024
uqt
Public
Uncertainty Tutorial website
deep-learning uncertainty
HTML
•1•1•0•0•Updated Sep 30, 2024Sep 30, 2024
Multimodal_Deep_segmentation
Public
Python
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MIT License
•0•5•0•0•Updated Aug 9, 2024Aug 9, 2024
MUAD-Dataset
Public
MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks [BMVC 2022]
dataset object-detection transfer-learning autonomous-driving uncertainty-quantification uncertainty-estimation semantic-segmentation robustness anomaly-detection domain-adaptation
Python
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Other
•1•29•3•0•Updated Jun 21, 2024Jun 21, 2024
ABNN-Make-me-a-BNN
Public
Make me a BNN paper presented at CVPR2024
deep-learning pretrained-models uncertainty-quantification
HTML
•0•1•0•0•Updated Jun 2, 2024Jun 2, 2024
Symmetry-Aware-BNN
Public
A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors paper presented @ICLR2024
deep-neural-networks uncertainty-quantification bayesian-neural-networks
HTML
•0•2•0•0•Updated May 15, 2024May 15, 2024
infraParis
Public
Multimodal & infrared automotive dataset. Published at WACV 2024 (Oral).
deep-learning dataset autonomous-driving infrared
JavaScript
•1•5•1•0•Updated May 6, 2024May 6, 2024
NECO
Public
NECO paper presented @ICLR2024
deep-learning artificial-intelligence anomaly-detection out-of-distribution-detection
HTML
•0•3•0•0•Updated Apr 23, 2024Apr 23, 2024
.github
Public
ensta-paris institut-polytechnique-de-paris
1•1•0•0•Updated Apr 23, 2024Apr 23, 2024
DeepLabV3Plus-MUAD-Pytorch
Public
Deeplab V3+ on the MUAD dataset
computer-vision autonomous-driving uncertainty-quantification uncertainty-estimation semantic-segmentation deeplabv3
Python
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MIT License
•1•8•0•0•Updated Mar 6, 2024Mar 6, 2024
Reading-Group
Public
JavaScript
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Apache License 2.0
•0•2•0•0•Updated Feb 5, 2024Feb 5, 2024
DIDO
Public
[AAAI2024] Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression
deep-neural-networks regression-models uncertainty-quantification uncertainty-estimation monocular-depth-estimation trustworthy-ai
MIT License
•0•5•0•0•Updated Jan 16, 2024Jan 16, 2024
NAO_morpho
Public
Python
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GNU General Public License v3.0
•0•6•0•0•Updated Aug 14, 2023Aug 14, 2023
RosbagToSemanticKitti
Public
Convert a rosbag to the SemanticKitti Dataset architecture (LiDAR part).
label conversion ros lidar bag bin rosbag kitti semantic-kitti
Python
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GNU Affero General Public License v3.0
•1•4•0•0•Updated Jul 19, 2023Jul 19, 2023
arXiv-Discord-Bot
Public
An arXiv Discord Bot for making queries and watch new papers
discord-bot discord-py arxiv
Python
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Apache License 2.0
•1•6•1•0•Updated Jul 16, 2023Jul 16, 2023
optuMNIST
Public
Help us define the Pareto front of small models for MNIST classification. Frugal AI.
deep-neural-networks deep-learning mnist-classification frugality small-models
Python
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MIT License
•0•1•0•0•Updated Jul 13, 2023Jul 13, 2023
LDU
Public
Latent Discriminant deterministic Uncertainty [ECCV2022]
deep-neural-networks classification uncertainty-estimation semantic-segmentation monocular-depth-estimation out-of-distribution-detection eccv2022
Python
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GNU General Public License v3.0
•6•39•1•0•Updated Jul 25, 2022Jul 25, 2022
MR_perceptual
Public
A Study of Deep Perceptual Metrics for Image quality Assessment
deep-learning perceptual-losses perceptual image-quality-assessment perceptual-similarity generation-algorithms
Python
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BSD 2-Clause "Simplified" License
•2•11•0•0•Updated Feb 22, 2022Feb 22, 2022