LayerEditor Revolution: One Prompt, 3 Layers, 1 Second—Designers Are Going Crazy

Описание и применение

LayerEditor позволяет быстро создавать несколько вариантов изображения, выдавая отдельные слои фона, переднего плана и маски за менее чем секунду, что значительно ускоряет рабочий процесс дизайнеров.

Задача

Designers need to quickly generate multiple asset variants with consistent background and lighting while avoiding manual masking and re‑generation.

Результат

LayerEditor cuts inference time by ~40% compared to two‑stage approaches, achieves 0.78 IoU on COCO‑Edit (23% better than baseline), 0.84 Edit‑Recall, and 0.92 s inference on RTX‑4090, enabling rapid asset variant creation.

Рабочий процесс

• Feed original image and natural‑language edit into LayerEditor
• Receive three RGBA stacks and edit‑prior
• Import stacks into Photoshop via AI Layer panel
• Reuse edit‑prior on new backgrounds with apply_prior
• Generate dozens of variants quickly

Доказательства

"I typed ‘swap the red car for a blue truck’ and the model gave me three separate RGBA stacks in 0.9 seconds"

Источник

LayerEditor achieves 0.78 IoU on COCO‑Edit, a 23 % lift over the best baseline, while cutting inference time by 0.5 seconds on a V100.

Источник

The model runs one diffusion trajectory (50 steps) instead of the two‑stage approach used by MRT (first generate a mask, then inpaint).

Источник