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Shenzhen Technology University, Brightonix Imaging
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Out-of-domain self-supervised pretraining on brain MRIs beats in-domain supervised learning when generalizing to real-world clinical data.
Achieve superior low-light image enhancement by decoupling illumination from signal priors, guiding a dual-stream transformer to iteratively enhance images while preserving fine details.
Stop blindly rewriting content: AgentGEO diagnoses *why* documents fail to be cited in AI responses, leading to a 40% boost in citations with minimal content changes.