Editing Images into Reusable Layers via Compositional Edit-Prior Distillation

One-line takeaway

JD's LayerEditor unifies instruction-guided image editing with controllable generation of reusable RGBA layers: one token sequence jointly represents the edited canvas and an ordered stack of RGB-Alpha layers, so edits stay layer-separable and reusable instead of flattened.

京东的 LayerEditor 把指令式图像编辑和可复用 RGBA 图层生成合在一个框架里：在同一个 token 序列里同时表示编辑后的画面和有序的 RGB-Alpha 图层，编辑结果可以按图层单独调整和复用，而不是一张拍平的图。