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Yi-Ke Xu

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#artificial intelligence Preprint Sep 2026

TOLA: Text-aware One-Step Latent Adaptation for Diffusion-based Text Image Super-Resolution

TOLA is proposed, a Text-aware One-step Latent Adaptation framework without iterative image-text diffusion that consistently surpasses existing diffusion-based TSR methods by at least 2.72 dB in PSNR on CTR-TSR-Test.

Yi-Ke Xu, Yue Shi, Yong Guo et al. · 0 citations