Yiran Guan | Huazhong University of Science and Technology

About Me

I am an MS student in the School of Software Engineering, Huazhong University of Science and Technology (HUST). I received my bachelor’s degree in the School of Artificial Intelligence and Automation at HUST. I am currently a member of the VLR Lab, supervised by Yuliang Liu and Xiang Bai. In my undergraduate studies, I was supervised by Yang Xiao and Zhiguo Cao.

Research Interests

AI High-Performance Computing: parameter-efficient fine-tuning, mixture of expert, dataset condensation
Computer Vision: object detection, instance segmentation, gaze estimation, pose estimation, remote sensing image processing

News

[Oct. 2023] One paper about video gaze estimation has been accepted by IEEE SPL.

Publications

(*Equal contribution, †Corresponding authors)

arXiv

MoE Jetpack: From Dense Checkpoints to Adaptive Mixture of Experts for Vision Tasks

Xingkui Zhu*, Yiran Guan*, Dingkang Liang, Yuchao Chen, Yuliang Liu, Xiang Bai†

arXiv, 2024.

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ECCV_DD

Well Begun is Half Done: The Importance of Initialization in Dataset Distillation

Yiran Guan, Zhu Chen, Xingkui Zhu, Dingkang Liang, Yuliang Liu, Xiang Bai†

ECCV workshop on Dataset Distillation, 2024.

Oral

IEEE SPL

End-to-end Video Gaze Estimation via Capturing Head-face-eye Spatial-temporal Interaction Context

Yiran Guan*, Zhuoguang Chen*, Wenzheng Zeng†, Zhiguo Cao, Yang Xiao†

IEEE Signal Processing Letters, 2023.

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Honors and Awards

[Jun. 2024] Outstanding undergraduate graduates from Huazhong University of Science and Technology
[Oct. 2023] “Challenge Cup” (挑战杯) National Grand Prize (top prize beyond First Prize)
[May 2022] Meritorious winner in the Mathematical Contest in Modeling of America
[Oct. 2021] First Prize in the National College Mathematics Competition