Guoyuan An

I am a PhD student. I am interested in large-scale and high-accuracy retrieval systems. I was born and raised in China, and received higher education in Korea; I love these two countries.

Research topic

My research interests are scalable and high-accuracy retrieval and training, efficient self-supervised fine-tuning, and human-computer interaction. The goal is to create an intelligent agent that evolves with its users, adapting to their changing needs through efficient retrieval and learning mechanisms.

Robotics; Sound source localization

Inkyu An, Guoyuan An, Taeyound Kim, Sung-Eui Yoon
Microphone Pair Training for Robust Sound Source Localization with Diverse Array Configurations. IEEE Robotics and Automation Letters, 2023

From recognition to cognition; No-training and explainable instance recognition

Guoyuan An, Ju-Hyeong Seon, Inkyu An, Yuchi Huo, Sung-Eui Yoon
Topological RANSAC for Instance Verification and Retrieval without Fine-tuning. NeurIPS 2023

From image-retrieval to pixel-retrieval; instance-level segmentation

Guoyuan An, Woo Jae Kim, Saelyne Yang, Rong Li, Yuchi Huo, Sung-Eui Yoon
Towards Content-based Segment Retrieval in Revisited Oxford and Paris. ICCV 2023

Search an object from millions of images

Guoyuan An, Yuchi Huo, Sung-Eui Yoon
Hypergraph Propagation and Community Selection for Objects Retrieval. NeurIPS 2021

Business and Site Selection; Smart City

Guoyuan An, SungEui Yoon, JaeYoon Kim, Lin Wang, MyoungHo Kim
GraphShop: Graph-based Approach for Shop-type recommendation. SDM 2021

Something behind

Storge

Philia

Eros

Too selfish to share

Agape

Either human intelligence ultimately owes its origin to mindless matter; or there is a Creator. It is strange that some people claim that it is their intelligence that leads them to prefer the first to the second. --John Lennox

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