283 citations · 310 across the 4 of their papers we have counts for
4 papers
DeepCEE: Efficient Cross-Region Model Distributed Training System under Heterogeneous GPUs and Networks
Jinquan Wang, Xiaojian Liao, Xuzhao Liu +7
Most existing training systems focus on a single region. In contrast, we envision that cross-region training offers more flexible GPU resource allocation and yields significant pot…
CoServe: Efficient Collaboration-of-Experts (CoE) Model Inference with Limited Memory
Jiashun Suo, Xiaojian Liao, Limin Xiao +4
Large language models like GPT-4 are resource-intensive, but recent advancements suggest that smaller, specialized experts can outperform the monolithic models on specific tasks. T…
E-UAV: An Edge-based Energy-Efficient Object Detection System for Unmanned Aerial Vehicles
Jiashun Suo, Xingzhou Zhang, Weisong Shi +1
Motivated by the advances in deep learning techniques, the application of Unmanned Aerial Vehicle (UAV)-based object detection has proliferated across a range of fields, including…
HIT-UAV: A high-altitude infrared thermal dataset for Unmanned Aerial Vehicle-based object detection
Jiashun Suo, Tianyi Wang, Xingzhou Zhang +3
We present the HIT-UAV dataset, a high-altitude infrared thermal dataset for object detection applications on Unmanned Aerial Vehicles (UAVs). The dataset comprises 2,898 infrared…