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20232026
most citedGenerating 3D Brain Tumor Regions in MRI using Vector-Quantization Generative Adversarial Networks

2 citations · 2 across the 5 of their papers we have counts for

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Showing 2026 · cs.CVShow all

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cs.CV2026

Beyond Representation Learning: A Systematic Study of Joint-Embedding Predictive Generation for 3D Brain MRI

Meng Zhou, Wenhao You, Yuxing Chen +1

Joint-embedding predictive architectures (JEPAs) have primarily been developed for self-supervised representation learning. Denoising JEPA (D-JEPA) recently demonstrated strong gen…

cs.CV2026

Optimizing 3D Diffusion Models for Medical Imaging via Multi-Scale Reward Learning

Yueying Tian, Xudong Han, Meng Zhou +3

Diffusion models have emerged as powerful tools for 3D medical image generation, yet bridging the gap between standard training objectives and clinical relevance remains a challeng…