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20242026
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cs.CV2026

Hierarchical Mesh Transformers with Topology-Guided Pretraining for Morphometric Analysis of Brain Structures

Yujian Xiong, Mohammad Farazi, Yanxi Chen +8

Representation learning on large-scale unstructured volumetric and surface meshes poses significant challenges in neuroimaging, especially when models must incorporate diverse vert…

cs.CV2025

RetinalGPT: A Retinal Clinical Preference Conversational Assistant Powered by Large Vision-Language Models

Wenhui Zhu, Xin Li, Xiwen Chen +8

Recently, Multimodal Large Language Models (MLLMs) have gained significant attention for their remarkable ability to process and analyze non-textual data, such as images, videos, a…

cs.CV2025

Plasma-CycleGAN: Plasma Biomarker-Guided MRI to PET Cross-modality Translation Using Conditional CycleGAN

Yanxi Chen, Yi Su, Celine Dumitrascu +6

Cross-modality translation between MRI and PET imaging is challenging due to the distinct mechanisms underlying these modalities. Blood-based biomarkers (BBBMs) are revolutionizing…

cs.CV2024

Many-MobileNet: Multi-Model Augmentation for Robust Retinal Disease Classification

Hao Wang, Wenhui Zhu, Xuanzhao Dong +9

In this work, we propose Many-MobileNet, an efficient model fusion strategy for retinal disease classification using lightweight CNN architecture. Our method addresses key challeng…

cs.CV2024

AMG: Avatar Motion Guided Video Generation

Zhangsihao Yang, Mengyi Shan, Mohammad Farazi +4

Human video generation task has gained significant attention with the advancement of deep generative models. Generating realistic videos with human movements is challenging in natu…