AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
TL;DR
The Adaptive Multi-View Transformer with Uncertainty (AMTU) is proposed, designed to exploit complementary information while reducing the discriminative dependency on the integrity of the Available View Set.
Optical coherence tomography (OCT) and optical coherence tomography angiography (OCTA) provide complementary structural and microvascular information for retinal disease assessment. However, subject-level fusion is challenging because disease evidence may be distributed across retinal slabs and the diagnostic relevance...
This study synthesizes 3D OCT from fundus images using three generative paradigms using three generative paradigms-a 3D GAN (DCGAN/WGAN-GP style), a 3D VAEGAN, and a fundus-conditioned latent diffusion model-and integrates the generated volumes into an EyeMoST- based uncertainty-aware fusion framework.
A side-view feature-guided network (SVF-Net) for OCTA volume analysis that integrates overlay-based feature extraction to preserve fine-grained details across slices and employs a side-view attention mechanism to capture diverse features and reduce information loss is proposed.
A self-supervised representation learning framework with local dimensionality regularization for retinal OCT image classification that can improve the discrimination of sensor-acquired OCT images while reducing reliance on manual annotations is proposed, providing an effective approach for intelligent analysis of biome...
Overall, these results suggest that compact EfficientNet feature extractors integrated with SVM offer accurate, stable, and computationally practical OCT‐driven retinal disease classification for clinical decision‐support settings.
A lightweight TUnet+ network incorporating an innovatively designed PSE_C2fCIB module provides a robust technical foundation for automated diagnostic support and quantitative disease assessment, and it demonstrates the value of electromagnetic-wave imaging analysis in biomedical engineering.
We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.