1 code implementation • ECCV 2020 • Runkai Zheng, Yinqi Zhang, Daolang Huang, Qingliang Chen
In recent years, Deep Neural Networks (DNN) have empowered Compressed Sensing (CS) substantially and have achieved high reconstruction quality and speed far exceeding traditional CS methods.
Ranked #1 on Image Compression on BSDS500
1 code implementation • 26 Sep 2024 • Rwiddhi Chakraborty, Yinong Wang, Jialu Gao, Runkai Zheng, Cheng Zhang, Fernando de la Torre
The widespread success of deep learning models today is owed to the curation of extensive datasets significant in size and complexity.
1 code implementation • 2 Jan 2024 • Xixu Hu, Runkai Zheng, Jindong Wang, Cheuk Hang Leung, Qi Wu, Xing Xie
Vision Transformers (ViTs) are increasingly used in computer vision due to their high performance, but their vulnerability to adversarial attacks is a concern.
1 code implementation • 22 Feb 2023 • Jindong Wang, Xixu Hu, Wenxin Hou, Hao Chen, Runkai Zheng, Yidong Wang, Linyi Yang, Haojun Huang, Wei Ye, Xiubo Geng, Binxin Jiao, Yue Zhang, Xing Xie
In this paper, we conduct a thorough evaluation of the robustness of ChatGPT from the adversarial and out-of-distribution (OOD) perspective.
no code implementations • 18 Aug 2022 • Daolang Huang, Louis Filstroff, Petrus Mikkola, Runkai Zheng, Samuel Kaski
We design a multi-task learning architecture for this task, with the goal of jointly eliciting the expert knowledge and minimizing the objective function.
1 code implementation • 5 Aug 2022 • Runkai Zheng, Rongjun Tang, Jianze Li, Li Liu
Pruning these channels was then shown to be effective in mitigating the backdoor behaviors.
no code implementations • 22 Nov 2020 • Runkai Zheng, Zhijia Yu, Yinqi Zhang, Chris Ding, Hei Victor Cheng, Li Liu
A major challenge in Fine-Grained Visual Classification (FGVC) is distinguishing various categories with high inter-class similarity by learning the feature that differentiate the details.
Ranked #15 on Fine-Grained Image Classification on FGVC Aircraft