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Other 2023 Stable

TrustNet

Explainable and trust-aware image classification prototype with uncertainty and OOD analysis.

category
Other
year
2023
status
Stable
stack
7 tools
highlights
3

01Highlights

  1. Implements uncertainty quantification and calibration for model confidence reliability.
  2. Adds OOD detection via ODIN and Mahalanobis methods for trust-aware decisions.
  3. Provides Grad-CAM visual explanations through an interactive Streamlit interface.

02Built with

  • 01Python
  • 02PyTorch
  • 03Streamlit
  • 04Grad-CAM
  • 05ODIN
  • 06Mahalanobis
  • 07CIFAR-10

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