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Uncertainty Estimation

12 repositories

Python implementation of our paper ...

Python 4 1 Updated Apr 21, 2023

Uncertainty quantification for semantic image segmentation models using Monte Carlo dropout method

Python 16 Updated Feb 10, 2021

YOLOv3 object detection architecture with uncertainty estimation.

Python 59 18 Updated Jan 8, 2020

Code for "Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors." (ICLR 2021)

Python 67 20 Updated Oct 11, 2021

[ECCVW 2022] UAD: Localization Uncertainty Estimation for Anchor-Free Object Detection

Python 15 Updated Aug 1, 2023

Code for our paper titled: "A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving"

Python 83 25 Updated Feb 22, 2021

The net:cal calibration framework is a Python 3 library for measuring and mitigating miscalibration of uncertainty estimates, e.g., by a neural network.

Python 354 44 Updated Aug 8, 2024

PyTorch implementation of Gaussian YOLOv3 (including training code for COCO dataset)

Jupyter Notebook 157 44 Updated Feb 1, 2022

This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

632 58 Updated Dec 6, 2024

[CVPR 2023] Bridging Precision and Confidence: A Train-Time Loss for Calibrating Object Detection

Python 31 2 Updated Jun 21, 2023

Code for <Uncertainty-Aware Unsupervised Domain Adaptation in Object Detection> in IEEE TMM 2021

Python 30 8 Updated Sep 13, 2021

The official implementation of Self-aware Object Detection [CVPR 2023]

Python 12 Updated Jun 30, 2023