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Explainable Artificial Intelligence Methods in Combating Pandemics: A Systematic Review



Felipe Giuste , Wenqi Shi , Yuanda Zhu , Tarun Naren , Monica Isgut , Ying Sha , Li Tong , Mitali Gupte , May D. Wang

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Neural encoding and interpretation for high-level visual cortices based on fMRI using image caption features



Kai Qiao , Chi Zhang , Jian Chen , Linyuan Wang , Li Tong , Bin Yan


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BigGAN-based Bayesian reconstruction of natural images from human brain activity



Kai Qiao , Jian Chen , Linyuan Wang , Chi Zhang , Li Tong , Bin Yan

* brain decoding; visual reconstruction; generative adversarial network (GAN); Bayesian framework. under review in Neuroscience of Elsevier 

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Improve Model Generalization and Robustness to Dataset Bias with Bias-regularized Learning and Domain-guided Augmentation



Yundong Zhang , Hang Wu , Huiye Liu , Li Tong , May D Wang

* 9 pages, 5 figures 

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Mitigating the Effect of Dataset Bias on Training Deep Models for Biomedical Images



Yundong Zhang , Hang Wu , Huiye Liu , Li Tong , May D Wang

* 9 pages, 5 figures 

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Mitigating the Effect of Dataset Bias on Training Deep Models for Chest X-rays



Yundong Zhang , Hang Wu , Huiye Liu , Li Tong , May D Wang

* 9 pages, 4 figures 

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Effective and efficient ROI-wise visual encoding using an end-to-end CNN regression model and selective optimization



Kai Qiao , Chi Zhang , Jian Chen , Linyuan Wang , Li Tong , Bin Yan

* under review in Computational Intelligence and Neuroscience 

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A visual encoding model based on deep neural networks and transfer learning



Chi Zhang , Kai Qiao , Linyuan Wang , Li Tong , Guoen Hu , Ruyuan Zhang , Bin Yan


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Dissociable neural representations of adversarially perturbed images in deep neural networks and the human brain



Chi Zhang , Xiaohan Duan , Linyuan Wang , Yongli Li , Bin Yan , Guoen Hu , Ruyuan Zhang , Li Tong


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Constraint-free Natural Image Reconstruction from fMRI Signals Based on Convolutional Neural Network



Chi Zhang , Kai Qiao , Linyuan Wang , Li Tong , Ying Zeng , Bin Yan


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