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cs.CV2026
PixelART: Image-to-Layer Decomposition without Latents or Text-to-Image Pretraining
Zelin Jia, Zhao Zhang, Zhicong Tang +2
Image-to-layer decomposition converts a flattened image into editable RGBA layers, enabling element-level editing in design workflows. Existing diffusion-based systems typically ad…
cs.CV2026
Detect Anything in Graphic Design: Element-Level Rewards for Autoregressive Detection
Jiangning Zhu, Bowen Li, Shenyu Qiao +4
Graphic designs, such as posters, advertisements, and infographics, are an important medium for communicating information and shaping understanding. Unlike natural images, they con…
cs.HC2026
VisPuzzle: Task-Aware Composite Visualization Construction
Zheng Wang, Zhiyang Shen, Lingyun Yu +1
Compositing multiple visualizations into a coherent whole remains challenging due to the vast design space and the need to balance the coverage of task-relevant data insights (e.g.…