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Case Study · Production · Animation · JP

AI-generated backgrounds in Netflix and WIT Studio's 'The Dog and the Boy'

WIT Studio / Netflix Anime Creators' Base · 'The Dog and the Boy' (Inu to Shonen) anime short · 2023

Summary

  1. Netflix's Anime Creators' Base and WIT Studio produced a short, 'The Dog and the Boy', that used AI-generated backgrounds.
  2. The backgrounds were generated from human-created concept art and finished with human touch-ups, credited only as 'AI (+Human)'.
  3. Netflix framed the approach as a response to the anime industry's labour shortage; it drew criticism for not crediting the concept artists or background painters.

Context

The anime industry faces a well-documented shortage of skilled labour, and studios have experimented with AI to ease production workload. Netflix released the short on its Japan YouTube channel in early 2023.

What they did

Backgrounds were produced with an AI image-generation pipeline based on human-created concept art, then finished with human touch-ups. The AI development was credited to the rinna company; Production I.G and WIT Studio provided production support under Netflix's Anime Creators' Base.

How it was implemented and tested

This was a production pilot rather than a controlled test. The short itself, and Netflix's framing of the experiment, were the public output; the studios did not publish formal evaluation data.

What they found

The short was released and widely discussed. The background credit 'AI (+Human)', with no named concept artist or painter, drew significant criticism and became a reference point in debates about AI, labour and attribution in anime production.

Materials

Source: Anime News Network ↗ (curated external)