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Author

Jiajiong Cao

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#computer vision Review Nov 2026

LongBanana: An Expert-Verified Benchmark for Long-Context Multi-Reference Image Synthesis

LongBanana is introduced, to the authors' knowledge the first expert-designed and expert-verified benchmark for long-context multi-reference image synthesis in the age of agent-driven image generation, and experiments show that minimal agent harnesses improve over direct generation, while a ReAct-Plan-Exec-Reflect (RPR...

Hao-Xiang Cao, Yuxuan Zhang, Peng-Hui Du et al. · 0 citations
Preprint Aug 2026

DARS: Dual-Level Credit Assignment RL with Structured Reasoning for Instruction-Based Image Editing

Instruction-based image editing uses a planner-renderer pipeline: a vision-language model (VLM) first converts the instruction into an edit plan, and a diffusion model then executes that plan. Training such systems with only final-image rewards is inefficient because a poor edit does not reveal whether additional optim...

Hao-Xiang Cao, Jiajiong Cao, Xuan-Pu Zhang et al. · 0 citations

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