OP4KSR enables efficient one-step 4K super-resolution without patches by adapting Flux with RoPE rescaling and periodicity loss to suppress artifacts.
Advances in neural information processing systems35, 25278–25294 (2022)
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Systematic zero-shot benchmarking of open-source VLMs on multimodal grocery product retrieval shows data quality outperforms scale, introduces semantic power density as an efficiency metric, and identifies a persistent top-1 precision gap.
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OP4KSR: One-Step Patch-Free 4K Super-Resolution with Periodic Artifact Suppression
OP4KSR enables efficient one-step 4K super-resolution without patches by adapting Flux with RoPE rescaling and periodicity loss to suppress artifacts.
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What Matters for Grocery Product Retrieval with Open Source Vision Language Models
Systematic zero-shot benchmarking of open-source VLMs on multimodal grocery product retrieval shows data quality outperforms scale, introduces semantic power density as an efficiency metric, and identifies a persistent top-1 precision gap.