Author

Yuhui Yuan

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Preprint Sep 2026

PixelART: Image-to-Layer Decomposition without Latents or Text-to-Image Pretraining

Image-to-layer decomposition converts a flattened image into editable RGBA layers, enabling element-level editing in design workflows. Existing diffusion-based systems typically adapt large pretrained text-to-image (T2I) models and introduce RGBA autoencoders or variable-layer architectural modules. We revisit this des...

Ze-Lin Jia, Zhao Zhang, Zhi-Cong Tang et al. · 0 citations

#machine learning Preprint Sep 2026

Detect Anything in Graphic Design: Element-Level Rewards for Autoregressive Detection

EleRPO is proposed, which extends GRPO from sequence-level supervision to element-level optimization, and provides fine-grained training signals that capture how each detected element contributes to overall detection quality, and works synergistically with compositional order to improve detection performance.

Jiang-Ning Zhu, Bo-Wen Li, Shenyu Qiao et al. · 1 citation