Chien-Yao Wang
Chien-Yao Wang is a computer-vision researcher at Academia Sinica whose work spans neural-network design and real-time object detection. He earned a Ph.D. in computer science and information engineering from National Central University in 2017 and worked as a postdoctoral research fellow at Academia Sinica from 2017 to 2022. His papers include CSPNet, the YOLOv4, Scaled-YOLOv4, YOLOv7 and YOLOv9 object detectors, and Generalist YOLO for real-time vision and language tasks. Since July 2025, he is an associate research fellow at Academia Sinica's Institute of Information Science.
- Now at
- Academia Sinica
Timeline
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2017–2022
A doctorate and a postdoc
He earns a Ph.D. in computer science and information engineering from National Central University in 2017. In November 2017, he joins Academia Sinica's Institute of Information Science as a postdoctoral research fellow and serves there through July 2022.
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2019
CSPNet and efficient CNNs
In 2019, he coauthors CSPNet, which integrates feature maps from the start and end of a network stage to reduce computation.
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2020
YOLOv4 for real-time detection
In 2020, he coauthors YOLOv4, which reaches 43.5% AP on MS COCO at about 65 frames per second on Tesla V100.
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2020–2021
Scaling YOLOv4
In 2020, he posts Scaled-YOLOv4, which scales YOLOv4 up and down for small and large networks. CVPR publishes the work in 2021.
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2023–2024
YOLOv7 and YOLOv9
In 2023, he coauthors YOLOv7, which proposes a trainable bag-of-freebies solution for real-time object detectors. In 2024, he coauthors YOLOv9, which proposes Programmable Gradient Information to address information loss through deep networks.
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2025
Generalist YOLO and a research award
In February 2025, he coauthors Generalist YOLO, a system for real-time vision and language tasks that uses a unified encoder and primary-secondary co-attention. Academia Sinica names him a recipient of its 2025 Early-Career Investigator Research Achievement Award.
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2026
Frontiers of Science Award
In 2026, he receives the Frontiers of Science Award with Mark Liao.
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Since July 2025
Associate Research Fellow at Academia Sinica
Since July 2025, he serves as an Associate Research Fellow at the Institute of Information Science, Academia Sinica.
Career
- Since 2017Academia SinicaPostdoctoral Research Fellow, Associate Research Fellow
Education
- 2017National Central UniversityPh.D.
Sources and credits
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- Wang, Chien Yao Homepage
- Wang, Chien Yao Homepage
- CSPNet: A New Backbone that can Enhance Learning Capability of CNN
- YOLOv4: Optimal Speed and Accuracy of Object Detection
- Scaled-YOLOv4: Scaling Cross Stage Partial Network
- Scaled-YOLOv4: Scaling Cross Stage Partial Network
- YOLOv7: Trainable Bag-of-Freebies Sets New State-of-the-Art for Real-Time Object Detectors
- YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information
- Generalist YOLO: Towards Real-Time End-to-End Multi-Task Visual Language Models
- 2025 Announcements
- 2026 Announcements
- Personnel