July 2026 Special Course - Optional Lecture 2: Evaluation Metrics for Image and Video

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227 Pages with 35 video tutorials.

Why it matters:
Generated results cannot be evaluated only by looking at them, but automatic metrics are also imperfect.

Topics:

  • FID

  • CLIP score

  • FVD

  • LPIPS

  • Human preference models

  • Face identity similarity

  • Lip-sync metrics

  • Why metrics often disagree with human judgment

Suggested materials:

  • FID paper

  • CLIPScore

  • Fréchet Video Distance

  • LPIPS

  • PickScore / ImageReward / HPSv2

  • SyncNet / Wav2Lip evaluation