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

[Sep. 2024] One paper about mixture of expert has been accept by NeurIPS 2024.
[Sep. 2024] I won 2nd place in Track 1 of The First Dataset Distillation Challenge @ ECCV 2024. At the same time, I was invited to give an oral presentation of my workshop paper.
[Oct. 2023] One paper about video gaze estimation has been accepted by IEEE SPL.

Publications

(*Equal contribution, †Corresponding authors)

NeurIPS

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†

NeurIPS, 2024.

PDF Code BibTex

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.

PDF 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.

PDF Code BibTex

Honors and Awards

[Aug. 2024] 2nd place in Track 1 of The First Dataset Distillation Challenge @ ECCV 2024
[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