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RealFit is proposed, a framework that combines Unidirectional Information Flow (UIF) with Decoupled Timestep Modulation (DTM) that isolates the garment condition from stochastic noise to preserve garment identity, while DTM optimizes the modulation scale to maintain a strong conditional signal.
This work found that certain attention blocks naturally form an Intrinsic Spatial Grounding Map that precisely locates reference subjects, and proposes Dual-phase Intrinsic Attention Leveraging (DIAL), a framework that uses these internal signals for both training and inference.
