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Optimal Confidence Threshold Finder

Optimal Confidence

This plugin is a Python plugin that allows for you to find the optimal confidence threshold for deploying your models!

🔎 Find the magic number in one click!

Installation

fiftyone plugins download https://github.com/danielgural/optimal_confidence_threshold

Operators

optimal_conf_threshold

Finding the optimal confidence threshold can always be tricky. One way to consider doing so is finding the number that maximizes your F1 score. This plugin implements a method of running an optimized version of FiftyOne's evaluate_detections method. This will calculate the F1 score at different thresholds until the best one is found! Here is how it works!

Confidence Inputs

Input the following:

  • Lower bound to search between
  • Upper bound to search between
  • Number of thresholds to check, this will increase complexity
  • Ground Truth field
  • Prediction field

The plugin will then sweep your range for the optimal confidence threshold until the answer is popped out!

Optimal Confidence