Arunkumar Kannan
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126
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2026
Controllable Lung Nodule Synthesis via Histogram-Regularized Latent Diffusion Models
The paper introduces a histogram-regularized latent diffusion model to synthesize highly realistic and subtype-specific pulmonary nodules in 3D CT volumes, addressing the limitations of existing methods that fail to capture accurate lesion-level intensity distributions.
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cs.CVcs.AIcs.LGRecentMay 28, 2026
Controllable Lung Nodule Synthesis via Histogram-Regularized Latent Diffusion Models
Arunkumar Kannan, Yanbo Zhang, Han Liu, Michael Baumgartner +4 more
The paper introduces a histogram-regularized latent diffusion model to synthesize highly realistic and subtype-specific pulmonary nodules in 3D CT volumes, addressing the limitations of existing metho…
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