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Across two benchmarks, our training-free framework improves accuracy and regularity

CONCLUSION We introduced a training-free registration framework that combines a frozen DINOv3 encoder with test-time optimization of the deformation field in feature space

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Source-Guided Flow Matching

cs.LG · 2025-08-20 · unverdicted · novelty 6.0

Source-Guided Flow Matching (SGFM) performs guidance by sampling a modified source distribution and running the unchanged pre-trained vector field, claiming exact target recovery.

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  • Source-Guided Flow Matching cs.LG · 2025-08-20 · unverdicted · none · ref 6

    Source-Guided Flow Matching (SGFM) performs guidance by sampling a modified source distribution and running the unchanged pre-trained vector field, claiming exact target recovery.