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Multi-subject image generation doesn't have to hit a linear memory wall: packing references into a single unified canvas enables constant-memory composition without sacrificing fine-grained identity.
SHFormer achieves a remarkable 1 dB improvement in MRI reconstruction quality by effectively capturing high-frequency details across diverse modalities.