activity
20182020
most citedAccurate reconstruction of image stimuli from human fMRI based on the decoding model with capsule network architecture

18 citations · 23 across the 5 of their papers we have counts for

collaborators

10 papers

cs.CV2020

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

Kai Qiao, Chi Zhang, Jian Chen +3

On basis of functional magnetic resonance imaging (fMRI), researchers are devoted to designing visual encoding models to predict the neuron activity of human in response to present…

cs.CV2020

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

Kai Qiao, Jian Chen, Linyuan Wang +3

In the visual decoding domain, visually reconstructing presented images given the corresponding human brain activity monitored by functional magnetic resonance imaging (fMRI) is di…

cs.CV2020

AdvJND: Generating Adversarial Examples with Just Noticeable Difference

Zifei Zhang, Kai Qiao, Lingyun Jiang +2

Compared with traditional machine learning models, deep neural networks perform better, especially in image classification tasks. However, they are vulnerable to adversarial exampl…

q-bio.NC2019

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

Kai Qiao, Chi Zhang, Jian Chen +3

Recently, visual encoding based on functional magnetic resonance imaging (fMRI) have realized many achievements with the rapid development of deep network computation. Visual encod…

cs.CV2019

Cycle-Consistent Adversarial GAN: the integration of adversarial attack and defense

Lingyun Jiang, Kai Qiao, Ruoxi Qin +4

In image classification of deep learning, adversarial examples where inputs intended to add small magnitude perturbations may mislead deep neural networks (DNNs) to incorrect resul…

q-bio.NC20195 cited

Category decoding of visual stimuli from human brain activity using a bidirectional recurrent neural network to simulate bidirectional information flows in human visual cortices

Kai Qiao, Jian Chen, Linyuan Wang +4

Recently, visual encoding and decoding based on functional magnetic resonance imaging (fMRI) have realized many achievements with the rapid development of deep network computation.…