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Dream Your Pose: Robust Human Pose Generation via Uncertainty-Aware Structural Reward Modeling

2026-01-23

Abstract excerpt

<title>Abstract</title> <p> Conditional diffusion models offer a versatile paradigm for controllable image synthesis, yet faithfully adhering to intricate spatial constraints, such as human pose skeletons, continues to pose significant challenges. Despite progress in control architectures and reward-guided fine-tuning, outputs frequently exhibit structural aberrations, joint misalignments, and anatomically infea...

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Literature Corpus work
1f288bb2-813d-5f7a-9b31-3ebc8d800f0f
DOI
10.21203/rs.3.rs-8439566/v1
Open publication

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Dream Your Pose: Robust Human Pose Generation via Uncertainty-Aware Structural Reward ModelingDOI 10.21203/rs.3.rs-8439566/v1
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