Skip to main content
Ctrl+K
TorchUncertainty Logo TorchUncertainty Logo
  • Installation
  • Quickstart
  • Tutorials
  • CLI Guide
  • API Reference
    • Contributing
    • References
  • GitHub
  • Installation
  • Quickstart
  • Tutorials
  • CLI Guide
  • API Reference
  • Contributing
  • References
  • GitHub

Section Navigation

  • Classification
    • Training a LeNet for Image Classification with TorchUncertainty
    • Evaluating Model Performance Under Distribution Shift with TorchUncertainty
    • Deep Evidential Classification on a Toy Example
    • Out-of-distribution detection with TorchUncertainty
    • From a Standard Classifier to a Packed-Ensemble
  • Regression with Uncertainty
    • Deep Evidential Regression on a Toy Example
    • Deep Probabilistic Regression
    • Training an MLP for Tabular Regression with TorchUncertainty
  • Post-hoc Methods
    • Conformal Prediction on CIFAR-10 with TorchUncertainty
    • Improve Top-label Calibration with Temperature Scaling
  • Bayesian Methods
    • Training a Bayesian Neural Network in 20 seconds
    • Training a LeNet with Monte Carlo Batch Normalization
    • Training a LeNet with Monte-Carlo Dropout
    • Monte Carlo Dropout for Semantic Segmentation on MUAD
  • Ensemble Methods
    • Improved Ensemble parameter-efficiency with Packed-Ensembles
  • Segmentation
    • Deep ensembles Segmentation Tutorial using Muad Dataset
    • Packed ensembles Segmentation Tutorial using Muad Dataset
    • Segmentation Tutorial using Muad Dataset
  • Data Augmentation
    • Corrupting Images with TorchUncertainty to Benchmark Robustness
  • Tutorials
  • Segmentation

Segmentation#

Tutorials for modeling uncertainty in Segmentation tasks.

Deep ensembles Segmentation Tutorial using Muad Dataset

Deep ensembles Segmentation Tutorial using Muad Dataset

Packed ensembles Segmentation Tutorial using Muad Dataset

Packed ensembles Segmentation Tutorial using Muad Dataset

Segmentation Tutorial using Muad Dataset

Segmentation Tutorial using Muad Dataset

previous

Improved Ensemble parameter-efficiency with Packed-Ensembles

next

Deep ensembles Segmentation Tutorial using Muad Dataset

This Page

  • Show Source

© Copyright 2025, Adrien Lafage and Olivier Laurent.