Author

Hao Yan

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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

CPI-Bench: A Comprehensive, Practical and Intelligent Benchmark for Real-World Image Editing

With the rapid advancement of image editing models and their widespread application across various domains, there is an increasingly urgent need to deploy these model capabilities directly into real-world scenarios. However, existing benchmarks remain confined to simple single-image tasks, suffering from limited covera...

Qinye Zhou, Jun Zheng, Yongchao Du et al. · 2 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