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Welcome to Spectral Metric

This library provides an implementation of CSG, from CVPR 2019 paper: Spectral Metric for Dataset Complexity Assessment.

By using spectral-metric you can learn more about your dataset without training a model.

Spectral metric is domain agnostic and fast compared to previous state-of-the-art.1

Spectral metric in action:

  1. 🤗 HuggingFace Space
  2. In-depth analysis of CLINC-150

Support

For support, please submit an issue! This project is actively maintained.

  1. Lorena et al. provide a good survey of the dataset complexity domain. ↩