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Zhibo Tian

3 accepted papers

2025

BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities

AAAI 2025technical

Reconstructing perceived images from human brain activity forms a crucial link between human and machine learning through Brain-Computer Interfaces. Early methods primarily focused on training separate models for each individual to account for individual variability in brain activity, overlooking va…

2024

InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification

IJCAI 2024poster

Semi-supervised image classification, leveraging pseudo supervision and consistency regularization, has demonstrated remarkable success. However, the ongoing challenge lies in fully exploiting the potential of unlabeled data. To address this, we employ information entropy neural estimation to utiliz…

2024

Psychometry: An Omnifit Model for Image Reconstruction from Human Brain Activity

CVPR 2024poster

Reconstructing the viewed images from human brain activity bridges human and computer vision through the Brain-Computer Interface. The inherent variability in brain function between individuals leads existing literature to focus on acquiring separate models for each individual using their respective…

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