Author

Tao Liu

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Preprint Oct 2026

CommerceGen-Studio: An End-to-End Framework for Commercial-Grade Main-Image Generation

We present CommerceGen-Studio, an end-to-end framework for generating commercial-grade main images for e-commerce Stock Keeping Units (SKUs). Our framework is organized along a three-stage pipeline of information extraction, semantic rewriting, and multi-condition generation: Prompt-Eval-Refine-Loop Agent (PERL-Agent)...

Xiao-Li Xu, Zheng-Tao Wu, Zhen-Yu Xu et al. · 0 citations

Preprint Aug 2026

Exploring the Performance Frontier of Compact Unified Image Generation Models

Swift-Image achieves leading aggregate performance among evaluated open-source models with only 6B parameters and 243K GPU training hours; the compressed 3B model incurs nearly no loss, while few-step distillation further improves aggregate editing performance with substantially fewer sampling steps.

Taihang Hu, Zhaowen Wang, Zuan Gao et al. · 2 citations · ⚡1