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


Mar 26, 2020
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


Mar 13, 2020
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


Nov 13, 2019
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


Nov 02, 2019
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


Oct 12, 2019
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


Jul 27, 2019
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


Feb 23, 2019
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


Dec 22, 2018
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


Jan 16, 2018
Chi Zhang, Kai Qiao, Linyuan Wang, Li Tong, Ying Zeng, Bin Yan


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Accurate reconstruction of image stimuli from human fMRI based on the decoding model with capsule network architecture


Jan 02, 2018
Kai Qiao, Chi Zhang, Linyuan Wang, Bin Yan, Jian Chen, Lei Zeng, Li Tong


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