Search Results for author: Jonathan Cui

Found 3 papers, 2 papers with code

CS-Mixer: A Cross-Scale Vision MLP Model with Spatial-Channel Mixing

no code implementations25 Aug 2023 Jonathan Cui, David A. Araujo, Suman Saha, Md. Faisal Kabir

Despite their simpler information fusion designs compared with Vision Transformers and Convolutional Neural Networks, Vision MLP architectures have demonstrated strong performance and high data efficiency in recent research.

Whole Brain Segmentation with Full Volume Neural Network

1 code implementation29 Oct 2021 Yeshu Li, Jonathan Cui, Yilun Sheng, Xiao Liang, Jingdong Wang, Eric I-Chao Chang, Yan Xu

To address these issues, we propose to adopt a full volume framework, which feeds the full volume brain image into the segmentation network and directly outputs the segmentation result for the whole brain volume.

Brain Segmentation Representation Learning +1

Large Scale Image Completion via Co-Modulated Generative Adversarial Networks

1 code implementation ICLR 2021 Shengyu Zhao, Jonathan Cui, Yilun Sheng, Yue Dong, Xiao Liang, Eric I Chang, Yan Xu

To overcome this challenge, we propose a generic new approach that bridges the gap between image-conditional and recent modulated unconditional generative architectures via co-modulation of both conditional and stochastic style representations.

Image Inpainting Image-to-Image Translation +1

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