1 code implementation • 4 Mar 2024 • Cunyi Yin, Xiren Miao, Jing Chen, Hao Jiang, Jianfei Yang, Yunjiao Zhou, Min Wu, Zhenghua Chen
WiFi-based human pose estimation is a suitable method for monitoring power operations due to its low cost, device-free, and robustness to various illumination conditions. In this paper, a novel Channel State Information (CSI)-based pose estimation framework, namely PowerSkel, is developed to address these challenges.
no code implementations • 29 Feb 2024 • Zhiyuan Yang, Yunjiao Zhou, Lihua Xie, Jianfei Yang
We find that the tiny model after network augmentation is much easier for a teacher to distill.
no code implementations • 29 Feb 2024 • Jianfei Yang, Shijie Tang, Yuecong Xu, Yunjiao Zhou, Lihua Xie
Benefiting from our unsupervised learning procedure, the network requires only a small amount of annotated data for finetuning and can adapt to the new environment with better performance.
no code implementations • 14 Nov 2023 • Yunjiao Zhou, Jianfei Yang, Han Zou, Lihua Xie
Through the IoT-language contrastive learning, we derive a unified semantic feature space that aligns multi-modal features with language embeddings, so that the IoT data corresponds to specific words that describe the IoT data.
no code implementations • 29 Sep 2023 • Yunjiao Zhou, Jianfei Yang, He Huang, Lihua Xie
The results demonstrate the effectiveness and robustness of AdaPose in eliminating domain shift, thereby facilitating the widespread application of WiFi-based pose estimation in smart cities.
1 code implementation • NeurIPS 2023 • Jianfei Yang, He Huang, Yunjiao Zhou, Xinyan Chen, Yuecong Xu, Shenghai Yuan, Han Zou, Chris Xiaoxuan Lu, Lihua Xie
Extensive experiments have been conducted to compare the sensing capacity of each or several modalities in terms of multiple tasks.
no code implementations • ICCV 2023 • Yuecong Xu, Jianfei Yang, Yunjiao Zhou, Zhenghua Chen, Min Wu, XiaoLi Li
We thus consider a more realistic \textit{Few-Shot Video-based Domain Adaptation} (FSVDA) scenario where we adapt video models with only a few target video samples.
no code implementations • 22 Aug 2022 • Jianfei Yang, Yunjiao Zhou, He Huang, Han Zou, Lihua Xie
Avatar refers to a representative of a physical user in the virtual world that can engage in different activities and interact with other objects in metaverse.