3D brain MRI generation has made significant advances in medical imaging, simulation, and controllable anatomical analysis. However, existing generative models typically synthesize 3D volumes monolithically, often overlooking regional anatomical structures and limiting local controllability. To address these limitation...
Hui-Wen Han, Lu Liu, Bangya Liu et al.· 0 citations
Dense 3D reconstruction is critical for clinical endoscopic navigation and documentation. While Gaussian Splatting SLAM systems show promise in this domain, they fundamentally rely on strict multi-view photometric consistency. In routine procedures, this assumption is severely violated by intermittent optical degradati...
A lightweight receiver-only perceptual enhancer designed for use with frozen DeepJSCC backbones that adopts residual learning with feature-wise linear modulation (FiLM)-based SNR-adaptive modulation to dynamically adjust the enhancement strength under varying channel conditions.
Shouquan Hou, Peng Zhao, Nuo Chen· Italian National Conference...· 0 citations
In the label noise suppression strategy (LNSS), a contrastive learning mechanism based on semantic consistency is introduced to constrain the aggregation of similar samples in the feature space, thereby reducing the adverse impact of noisy samples on model optimization.
Nuo Chen, Peng Zhao, Shouquan Hou· Remote Sensing· 0 citations
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