AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE

1 code implementation • 12 Oct 2023 • Wei Ao, Vishnu Naresh Boddeti

Lastly, AutoFHE accelerates inference and improves accuracy by $103\times$ and 3. 46%, respectively, compared to CNNs under TFHE.

Few-shot semantic segmentation via mask aggregation

1 code implementation • 15 Feb 2022 • Wei Ao, Shunyi Zheng, Yan Meng

In this paper, we introduce a mask-based classification method for addressing this problem.

Classification Few-Shot Semantic Segmentation +2

Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?

1 code implementation • NeurIPS 2020 • Shen Yan, Yu Zheng, Wei Ao, Xiao Zeng, Mi Zhang

Existing Neural Architecture Search (NAS) methods either encode neural architectures using discrete encodings that do not scale well, or adopt supervised learning-based methods to jointly learn architecture representations and optimize architecture search on such representations which incurs search bias.

Neural Architecture Search

Detecting Tiny Moving Vehicles in Satellite Videos

no code implementations • 5 Jul 2018 • Wei Ao, Yanwei Fu, Feng Xu

Even worse, the noise signals also existed in the video frames, since the background of the video frame has the subpixel-level and uneven moving thanks to the motion of satellites.