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Satoshi Iizuka

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Preprint Aug 2026

InstructionCrafter: Generating Consistent and High-Fidelity Visual Instructions

This work proposes InstructionCrafter, a diffusion-based framework with the key idea of separating the optimization of temporal and instructional alignment from per-frame visual quality via spatial-freeze training and instruction-aware adapters, and introduces two lightweight adapters that enhance the model's understan...

S. Okamoto, Satoshi Iizuka, Kazuhiro Fukui · 0 citations

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