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Jul 1, 2017 · Artificial Intelligence

Detect Looping Video Frames with Perceptual Hashing in Python

This article demonstrates how to use a perceptual average‑hash algorithm in Python to identify duplicate frames in a 24‑hour video, revealing hidden loops and exposing potential video manipulation through systematic frame comparison and analysis.