1 code implementation • 23 May 2024 • Ao Wang, Hui Chen, Lihao Liu, Kai Chen, Zijia Lin, Jungong Han, Guiguang Ding
In this work, we aim to further advance the performance-efficiency boundary of YOLOs from both the post-processing and model architecture.
no code implementations • 2 May 2024 • Zhenjiang Mao, Dong-You Jhong, Ao Wang, Ivan Ruchkin
With the rise of large foundation models, multimodal inputs offer the possibility of taking human language as a latent representation, thus enabling language-defined OOD detection.
2 code implementations • 10 Dec 2023 • Ao Wang, Hui Chen, Zijia Lin, Jungong Han, Guiguang Ding
Here, to achieve real-time segmenting anything on mobile devices, following MobileSAM, we replace the heavyweight image encoder in SAM with RepViT model, ending up with the RepViT-SAM model.
no code implementations • 27 Sep 2023 • Ao Wang, Hui Chen, Zijia Lin, Sicheng Zhao, Jungong Han, Guiguang Ding
We further employ a consistent dynamic channel pruning (CDCP) strategy to dynamically prune unimportant channels in ViTs.
7 code implementations • 18 Jul 2023 • Ao Wang, Hui Chen, Zijia Lin, Jungong Han, Guiguang Ding
Recently, lightweight Vision Transformers (ViTs) demonstrate superior performance and lower latency, compared with lightweight Convolutional Neural Networks (CNNs), on resource-constrained mobile devices.
1 code implementation • 4 Apr 2023 • Ninghao Pu, Zhongxing Wu, Ao Wang, Hanshi Sun, Zijin Liu, Hao liu
With the development of deep learning, numerous ECG classification algorithms based on deep learning have emerged.
1 code implementation • CVPR 2023 • Zixuan Ding, Ao Wang, Hui Chen, Qiang Zhang, Pengzhang Liu, Yongjun Bao, Weipeng Yan, Jungong Han
In this paper, we advocate remedying the deficiency of label supervision for the MLR with incomplete labels by deriving a structured semantic prior about the label-to-label correspondence via a semantic prior prompter.
no code implementations • 9 Jun 2022 • Xavier D'Haultfœuille, Ao Wang, Philippe Février, Lionel Wilner
Despite the wide adoption of revenue management in many industries such as airline, railway, and hospitality, there is still scarce empirical evidence on the gains or losses of such strategies compared to uniform pricing or fully flexible strategies.
no code implementations • 5 Jun 2022 • Ao Wang, Wei Li, Xin Wu, Zhanchao Huang, Ran Tao
To this end, a multi-patch attention network (MPANet) based on the axial-attention encoder and the multi-scale patch branch (MSPB) structure is proposed.
1 code implementation • 7 May 2022 • Ao Wang, Wenxing Xu, Hanshi Sun, Ninghao Pu, Zijin Liu, Hao liu
In this paper, a binarized convolutional neural network suitable for ECG monitoring is proposed, which is hardware-friendly and more suitable for use in resource-constrained wearable devices.
1 code implementation • 27 Feb 2022 • Hanshi Sun, Ao Wang, Ninghao Pu, Zhiqing Li, Junguang Huang, Hao liu, Zhi Qi
In order to adapt to our compression method, we need a smaller and simpler network.
no code implementations • 1 Dec 2021 • Linhao Li, Ming Xu, Yongfeng Dong, Xin Li, Ao Wang
Therefore, we propose to group instead of ranking the hypotheses and design a structural loss called ``joint softmax focal loss'' in this paper.
4 code implementations • 14 Oct 2020 • Benjamin Carver, Jingyuan Zhang, Ao Wang, Ali Anwar, Panruo Wu, Yue Cheng
Serverless computing is increasingly being used for parallel computing, which have traditionally been implemented as stateful applications.
Distributed, Parallel, and Cluster Computing
2 code implementations • 14 Oct 2019 • Benjamin Carver, Jingyuan Zhang, Ao Wang, Yue Cheng
The auto-scaling property of serverless computing platforms accommodates short tasks and bursty workloads, while the pay-per-use billing model of serverless computing providers keeps the cost of short tasks low.
Distributed, Parallel, and Cluster Computing
no code implementations • ACL 2019 • Jiangjie Chen, Ao Wang, Haiyun Jiang, Suo Feng, Chenguang Li, Yanghua Xiao
A type description is a succinct noun compound which helps human and machines to quickly grasp the informative and distinctive information of an entity.
no code implementations • 27 Feb 2019 • Jindong Chen, Ao Wang, Jiangjie Chen, Yanghua Xiao, Zhendong Chu, Jingping Liu, Jiaqing Liang, Wei Wang
Taxonomies play an important role in machine intelligence.