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20222026
most citedBoosting 3D Neuron Segmentation with 2D Vision Transformer Pre-trained on Natural Images

1 citations · 1 across the 9 of their papers we have counts for

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cs.CV2026

NeuroSeg Meets DINOv3: Transferring 2D Self-Supervised Visual Priors to 3D Neuron Segmentation via DINOv3 Initialization

Yik San Cheng, Runkai Zhao, Weidong Cai

2D visual foundation models, such as DINOv3, a self-supervised model trained on large-scale natural images, have demonstrated strong zero-shot generalization, capturing both rich g…

q-bio.NC2026

BrainVista: Modeling Naturalistic Brain Dynamics as Multimodal Next-Token Prediction

Xuanhua Yin, Runkai Zhao, Lina Yao +1

Naturalistic fMRI characterizes the brain as a dynamic predictive engine driven by continuous sensory streams. However, modeling the causal forward evolution in realistic neural si…