Dev builds anime upscaler that redraws lines and gradients, not invent detail

Agitated-Pea3251 · reddit · 2026-10-05

A developer is building an upscaler for anime and illustration images, arguing that an upscaler should not "invent" content but only fix lines and gradients, which make up most anime and illustrations. The model doesn't need to know whether a pixel belongs to a face or the background: if it sees a black line, it redraws that line at 4x resolution; if it sees a gradient, it reproduces the same gradient at 4x. Theoretically all anime/cartoon-style images are just sets of lines, gradients and uniform colors, so no high-level understanding is needed. The author asks how it compares with the current best open-source models and invites feedback.

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