Bio: Prof. Sun is the Director of the Image Department at CIOMP, CAS. He received his B.S. in Automation from Zhengzhou University in 2003 and completed his integrated M.S. and Ph.D. at CIOMP from 2006 to 2012. His research focuses on computer vision, image processing, spaceborne on-orbit image processing and machine vision, photoelectric image intelligent recognition, low-slow-small target warning and recognition, and deep learning-based automatic target recognition. He has led and participated in numerous scientific research projects, covering computer vision, remote sensing image intelligent processing, and spaceborne image processing. He has directed over ten national-level projects, including space-based intelligent interpretation and the development of a domestically produced high-speed camera analyzer. He has published more than 30 papers as first or corresponding author and holds over 10 authorized patents. In 2021, his star simulator patent achieved multi-magnitude simulation through mechanical structure and optical system innovation. He currently serves as Deputy Director of the National Key Laboratory of Dynamic Imaging and Measurement, Director of the Jilin Provincial Key Laboratory of Machine Vision Intelligent Equipment, and is an editorial board member of the journal *Liquid Crystals and Displays*. His team has developed high-performance CMOS image sensors and domestically produced high-speed camera analyzers; the advanced manufacturing and application of high-performance CMOS image sensors received a provincial first prize in 2021.

Bio: Prof. Bi is a Researcher and Doctoral Supervisor, and a recipient of the Shaanxi Province High-Level Talent Youth Program and the Xi'an Jiaotong University "Young Top-Notch Talent Program." She received her B.S. (Computer Science and Technology) and M.S. (Geographic Information Systems) from Ocean University of China in 2003 and 2006, respectively. From 2006 to 2013, she worked on mobile communication product software development at Huawei and Ericsson. She obtained her Ph.D. in Computer Science and Technology from Xi'an Jiaotong University in 2018. From 2018 to 2021, she was a Postdoctoral Researcher and Research Associate at the University of Bristol and the University of Derby, UK. In September 2021, she joined Xi'an Jiaotong University under the "Young Top-Notch Talent Program" and was selected for the Shaanxi High-Level Talent Youth Program in 2022. Her research interests include fundamental AI algorithms, particularly machine learning under varying supervision, multi-source data fusion, and their applications in remote sensing image processing and healthcare data. She has published over 30 papers in leading journals (IEEE TIP, TGRS, JBHI, etc.) and international conferences, with 2 ESI highly cited papers. She serves as a reviewer for many journals and conferences, and was named Best Reviewer for IEEE Geoscience and Remote Sensing Letters in 2020 and 2022. She leads several national and provincial projects, including the National Natural Science Foundation of China, and participates as a core member in major national projects such as the National Key R&D Program.