Greetings! I’m currently a Master student at Sun Yat-sen University (SYSU), advised by Prof. Weijia Li. I received my B.E. degree from Sun Yat-sen University in 2024.
Currently, I am also serving as a research intern at Shanghai AI Lab, mentored by Conghui He. Here I completed a lot of work related to synthetic data detection and optimization.
My current research focuses on image generation and multimodal large models. My recent work involves combining AIGC detection to achieve more realistic image generation.
🔥 News
- 2025.12: 🔥 Released: RealGen: Photorealistic Text-to-Image Generation via Detector-Guided Rewards.
- 2025.12: 🔥 Released: Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation.
- 2025.06: 🎉 Two papers accepted by NIPS 2025: FakeVLM and BLINK-Twice !
- 2025.06: 🎉 Three papers accepted by ICCV 2025: Skydiffuion, Where am I and LEGION!
- 2025.02: 🎉 LOKI was accepted by ICLR 2025 as a Spotlight (8/8/8/8)!
- 2024.07: 📜 EP-BEV was accepted by ECCV 2024 and SG-BEV was accepted by CVPR 2024 as a Highlight!
📝 Publications
Multimodal AIGC: Image Synthesis and Visual Forensics
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Arxiv RealGen: Photorealistic Text-to-Image Generation via Detector-Guided Rewards
Junyan Ye*, Leiqi Zhu*, Yuncheng Guo, Dongzhi Jiang, Zilong Huang, Yifan Zhang, Zhiyuan Yan, Haohuan Fu, Conghui He, Weijia Li. -
Arxiv Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation
Junyan Ye*, Dongzhi Jiang*, Zihao Wang, Leqi Zhu, Zhenghao Hu, Zilong Huang, Jun He, Zhiyuan Yan, Jinghua Yu, Hongsheng Li, Conghui He, Weijia Li. -
NeurIPS 2025 Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation
Siwei Wen*, Junyan Ye*, Peilin Feng, Hengrui Kang, Zichen Wen, Yize Chen, Jiang Wu, Wenjun Wu, Conghui He, Weijia Li. -
ICCV 2025 Skydiffusion: Leveraging BEV Paradigm for Ground-to-Aerial Image Synthesis
Junyan Ye*, Jun He, Weijia Li, Zhutao Lv, Yi Lin, Jinhua Yu, Haote Yang, Conghui He. -
Arxiv UAE: Unified Multimodal Model as Auto-Encoder
Zhiyuan Yan*, Kaiqing Lin*, Zongjian Li*, Junyan Ye*, Hui Han, Zhendong Wang, Hao Liu, Bin Lin, Hao Li, Xue Xu, Xinyan Xiao, Jingdong Wang, Haifeng Wang, Li Yuan.
Multimodal Large Language Models Benchmark
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NeurIPS 2025 DB BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception
Junyan Ye, Dongzhi Jiang, Jun He, Baichuan Zhou, Zilong Huang, Zhiyuan Yan, Hongsheng Li, Conghui He, Weijia Li. -
ICLR 2025 Spotlight LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models
Junyan Ye*, Baichuan Zhou*, Zilong Huang*, Junan Zhang*, Tianyi Bai*, Hengrui Kang, Jun He, Honglin Lin, Zihao Wang, Tong Wu, Zhizheng Wu, Yiping Chen, Dahua Lin, Conghui He, Weijia Li. -
AAAI 2025 UrBench: A Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios
Baichuan Zhou*, Haote Yang*, Dairong Chen*, Junyan Ye*, Tianyi Bai, Jinhua Yu, Songyang Zhang, Dahua Lin, Conghui He, Weijia Li.
Cross-View Perception and Geo-localization
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ICCV 2025 Where am I? Cross-View Geo-localization with Natural Language Descriptions
Junyan Ye, Honglin Lin*, Leyan Ou, Dairong Chen, Zihao Wang, Qi Zhu, Conghui He, Weijia Li. -
ECCV 2024 EP-BEV: Cross-view Image Geo-localization with Panorama-BEV Co-Retrieval Network
Junyan Ye, Zhutao Lv, Weijia Li, Jinhua Yu, Haote Yang, Huaping Zhong, Conghui He. -
CVPR 2024 Highlight SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation
Junyan Ye*, Qiyan Luo, Jinhua Yu, Huaping Zhong, Zhimeng Zheng, Conghui He, Weijia Li.
💻 Open Source Projects
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Project Awesome-Nano-Banana-images: A Curated Collection of Generative AI Visuals
Zilong Huang, Junyan Ye, Jun He. -
Project GPT-ImgEval: The first Comprehensive Benchmark for Diagnosing GPT4o in Image Generation
Zhiyuan Yan*, Junyan Ye*, Weijia Li, Zilong Huang, Shenghai Yuan, Xiangyang He, Kaiqing Lin, Jun He, Conghui He, Li Yuan.
🎖 Honors and Awards
- 2024-2025, National Scholarship
- 2024-2025, SYSU Guo Xie Birong Scholarship
- 2024-06, Outstanding Undergraduate Thesis
- 2023-2024, National Scholarship
📖 Education
- 2024.09 - Present, Master Student, Sun Yat-sen University (SYSU).
- 2020.09 - 2024.06, B.E. in Computer Science, Sun Yat-sen University (SYSU).