Integration of Mixture of Experts and Multimodal Generative AI in Internet of Vehicles: A Survey

M Xu, D Niyato, J Kang, Z Xiong, A Jamalipour… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative AI (GAI) can enhance the cognitive, reasoning, and planning capabilities of
intelligent modules in the Internet of Vehicles (IoV) by synthesizing augmented datasets …

Adaptive Segmentation-Based Initialization for Steered Mixture of Experts Image Regression

YH Li, S Knorr, M Sjöström, T Sikora - arXiv preprint arXiv:2409.10101, 2024 - arxiv.org
Kernel image regression methods have shown to provide excellent efficiency in many image
processing task, such as image and light-field compression, Gaussian Splatting, denoising …

Denoising OCT images using steered mixture of experts with multi-model inference

A Özkan, E Stoykova, T Sikora… - … Optical Methods in …, 2024 - spiedigitallibrary.org
In Optical Coherence Tomography (OCT), speckle noise significantly hampers image
quality, affecting diagnostic accuracy. Current methods, including traditional filtering and …

Edge-preserving denoising and super-resolution in OCT imagery using deep SMoE gating networks

A Özkan, V Madjarova, T Sikora… - … , and Imaging III, 2024 - spiedigitallibrary.org
This paper presents an innovative super-resolution (SR) method for Optical Coherence
Tomography (OCT), enhancing image resolution and reducing noise without retraining for …