Projects
Work in Progress
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This work explores the use of generative models to create visualizations based on one or more sensor inputs. We address the challenge of inconsistent or abrupt changes in visual output, such as current SOTA models tend to generate cooler/blueish scenes despite increasing temperature readings. (Left: Stable Diffusion; Right: Ours)
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This work enables language models to interact with a drone by dynamically swapping its payload and surveying the surroundings. It integrates LLM and VLM agents for task understanding, planning, and scene comprehension using a god-view camera. Open-vocabulary detection models and distillation techniques are employed to perform actuations. (Left: drone swapping platform; Right: system pipeline)
Recent Publications
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Kaiyuan Hou, Yanchen Liu, Peter Wei, Chenye Yang, Hengjiu Kang, Stephen Xia, Teresa Spada, Andrew Rundle, Xiaofan Jiang
2022 21st ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN 2022) [PDF]
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Minghui Zhao, Stephen Xia, Jingping Nie, Kaiyuan Hou, Avik Dhupar, Xiaofan Jiang
Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation (IoTDI 2023) [PDF]
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Kaiyuan Hou, Stephen Xia, Emily Bejerano, Junyi Wu, Xiaofan Jiang
Proceedings of the 22nd International Conference on Information Processing in Sensor Networks (IPSN 2023) [PDF]
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Stephen Xia, Minghui Zhao, Charuvahan Adhivarahan, Kaiyuan Hou, Yuyang Chen, Jingping Nie, Eugene Wu, Karthik Dantu, Xiaofan Jiang
Proceedings of the 29th Annual International Conference On Mobile Computing And Networking (MobiCom 2023) [PDF]