Search Results for author: Jun Niu

Found 3 papers, 1 papers with code

SoK: Comparing Different Membership Inference Attacks with a Comprehensive Benchmark

1 code implementation12 Jul 2023 Jun Niu, Xiaoyan Zhu, Moxuan Zeng, Ge Zhang, Qingyang Zhao, Chunhui Huang, Yangming Zhang, Suyu An, Yangzhong Wang, Xinghui Yue, Zhipeng He, Weihao Guo, Kuo Shen, Peng Liu, Yulong Shen, Xiaohong Jiang, Jianfeng Ma, Yuqing Zhang

We have identified three principles for the proposed "comparing different MI attacks" methodology, and we have designed and implemented the MIBench benchmark with 84 evaluation scenarios for each dataset.

Robust Deep Compressive Sensing with Recurrent-Residual Structural Constraints

no code implementations15 Jul 2022 Jun Niu

As the first deep CS framework efficiently bridging adaptive online optimization, the R$^2$CS-NET integrates the robustness of online optimization with the efficiency and nonlinear capacity of deep learning methods.

Compressive Sensing

End-to-End JPEG Decoding and Artifacts Suppression Using Heterogeneous Residual Convolutional Neural Network

no code implementations1 Jul 2020 Jun Niu

A heterogeneous, fully convolutional, mechanism is proposed to particularly address the uncorrelated nature of different spectral channels.

Computational Efficiency

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