Search Results for author: Juan Helen Zhou

Found 5 papers, 3 papers with code

Mixup Your Own Pairs

1 code implementation28 Sep 2023 Yilei Wu, Zijian Dong, Chongyao Chen, Wangchunshu Zhou, Juan Helen Zhou

In representation learning, regression has traditionally received less attention than classification.

Contrastive Learning regression +3

Beyond the Snapshot: Brain Tokenized Graph Transformer for Longitudinal Brain Functional Connectome Embedding

1 code implementation3 Jul 2023 Zijian Dong, Yilei Wu, Yu Xiao, Joanna Su Xian Chong, Yueming Jin, Juan Helen Zhou

In this work, we proposed the first interpretable framework for brain FC trajectory embedding with application to neurodegenerative disease diagnosis and prognosis, namely Brain Tokenized Graph Transformer (Brain TokenGT).

Decomposing 3D Neuroimaging into 2+1D Processing for Schizophrenia Recognition

no code implementations21 Nov 2022 Mengjiao Hu, Xudong Jiang, Kang Sim, Juan Helen Zhou, Cuntai Guan

Deep learning has been successfully applied to recognizing both natural images and medical images.

Seeing Beyond the Brain: Conditional Diffusion Model with Sparse Masked Modeling for Vision Decoding

1 code implementation CVPR 2023 Zijiao Chen, Jiaxin Qing, Tiange Xiang, Wan Lin Yue, Juan Helen Zhou

In this work, we present MinD-Vis: Sparse Masked Brain Modeling with Double-Conditioned Latent Diffusion Model for Human Vision Decoding.

Brain Computer Interface

Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls

no code implementations14 Mar 2020 Mengjiao Hu, Kang Sim, Juan Helen Zhou, Xudong Jiang, Cuntai Guan

Convolutional Neural Network (CNN) has been successfully applied on classification of both natural images and medical images but not yet been applied to differentiating patients with schizophrenia from healthy controls.

BIG-bench Machine Learning General Classification

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