About me

	Bo Yuan Ph.D., Beihang University Email: yuanbobuaa@buaa.edu.cn Google Scholar · GitHub

Biography

I am pursuing my Ph.D. at Beihang University, supervised by Prof. Danpei Zhao. I received the B.S. and M.S. degrees from Beihang University in 2019 and 2022, respectively. From 2020 to 2021, I worked as a Research Intern at ByteDance AI Lab.

My research lies at the intersection of machine learning, computer vision, and remote sensing, with a particular focus on continual learning, panoptic perception, and multimodal scene understanding.

I have authored papers in IEEE TPAMI, IEEE TIP, IEEE TGRS, ACM MM, etc.

Research Interests

• Continual learning and lifelong visual understanding
• Multimodal learning for remote sensing images
• Trustworthy AI models

Selected Publications

• Evolving Without Ending: Unifying Multimodal Incremental Learning for Continual Panoptic Perception
  Bo Yuan, Danpei Zhao, Wentao Li, Tian Li, Zhiguo Jiang. arXiv, 2026.

• Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling
  Bo Yuan, Danpei Zhao, Zhenwei Shi. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.

• A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application
  Bo Yuan, Danpei Zhao. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024. Project Page

• Inherit with Distillation and Evolve with Contrast: Exploring Class Incremental Semantic Segmentation without Exemplar Memory
  Danpei Zhao, Bo Yuan, Zhenwei Shi. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.

• Birds of a Feather Flock Together: Category-Divergence Guidance for Domain Adaptive Segmentation
  Bo Yuan, Danpei Zhao, Shuai Shao, Zehuan Yuan, Changhu Wang. IEEE Transactions on Image Processing, 2022.

Recent News

• [2025.08] One paper accepted by IEEE TGRS.
• [2025.03] One paper accepted by IEEE TGRS.
• [2025.01] One paper accepted by IEEE TGRS.
• [2024.10] One paper accepted by ACM MM 2024.
• [2024.08] One paper accepted by IEEE TPAMI.
• [2024.05] One paper accepted by IEEE TPAMI.
• [2024.04] Two papers accepted by IEEE TGRS.
• [2023.10] The SurveyCSS project was released here.

Full Publication List

2026

• Evolving Without Ending: Unifying Multimodal Incremental Learning for Continual Panoptic Perception
  Bo Yuan, Danpei Zhao, Wentao Li, Tian Li, Zhiguo Jiang.

2025

• Dual-Stream Spectral Decoupling Distillation for Remote Sensing Object Detection
  Xiangyi Gao, Danpei Zhao, Bo Yuan, Wentao Li. IEEE Transactions on Geoscience and Remote Sensing, 2025.

• RescueADI: Adaptive Disaster Interpretation in Remote Sensing Images With Autonomous Agents
  Zhuoran Liu, Danpei Zhao, Bo Yuan, Zhiguo Jiang. IEEE Transactions on Geoscience and Remote Sensing, 2025.

• Reconciling Semantic Controllability and Diversity for Remote Sensing Image Synthesis with Hybrid Semantic Embedding
  Junde Liu, Danpei Zhao, Bo Yuan, Wentao Li, Tian Li. IEEE Transactions on Geoscience and Remote Sensing, 2025.

2024

• Continual Panoptic Perception: Towards Multi-modal Incremental Interpretation of Remote Sensing Images
  Bo Yuan, Danpei Zhao, Zhuoran Liu, Wentao Li, Tian Li. ACM MM, 2024.

• Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling
  Bo Yuan, Danpei Zhao, Zhenwei Shi. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.

• A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application
  Bo Yuan, Danpei Zhao. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024. Project Page

• Panoptic Perception: A Novel Task and Fine-grained Dataset for Universal Remote Sensing Image Interpretation
  Danpei Zhao, Bo Yuan, Ziqiang Chen, Tian Li, Zhuoran Liu, Wentao Li, Yue Gao. IEEE Transactions on Geoscience and Remote Sensing, 2024. Project Page

• TopoNAS: Boosting Search Efficiency of Gradient-based NAS via Topological Simplification
  Danpei Zhao, Zhuoran Liu, Bo Yuan.

• See, Perceive and Answer: A Unified Benchmark for High-resolution Post-disaster Evaluation in Remote Sensing Images
  Danpei Zhao, Jiankai Lu, Bo Yuan. IEEE Transactions on Geoscience and Remote Sensing, 2024.

2023

• Inherit with Distillation and Evolve with Contrast: Exploring Class Incremental Semantic Segmentation without Exemplar Memory
  Danpei Zhao, Bo Yuan, Zhenwei Shi. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.

• PETDet: Proposal Enhancement for Two-Stage Fine-Grained Object Detection
  Wentao Li, Danpei Zhao, Bo Yuan, Yue Gao, Zhenwei Shi. IEEE Transactions on Geoscience and Remote Sensing, 2023.

2022

• Birds of a Feather Flock Together: Category-Divergence Guidance for Domain Adaptive Segmentation
  Bo Yuan, Danpei Zhao, Shuai Shao, Zehuan Yuan, Changhu Wang. IEEE Transactions on Image Processing, 2022.

2021

• UGCNet: An Unsupervised Semantic Segmentation Network Embedded With Geometry Consistency for Remote-Sensing Images
  Danpei Zhao, Bo Yuan, Yue Gao, Xinhu Qi, Zhenwei Shi. IEEE Geoscience and Remote Sensing Letters, 2021.

• V2RNet: An unsupervised semantic segmentation algorithm for remote sensing images via cross-domain transfer learning
  Danpei Zhao, Jiayi Li, Bo Yuan, Zhenwei Shi. IEEE International Geoscience and Remote Sensing Symposium, 2021.

• Selective focus saliency model driven by object class-awareness
  Danpei Zhao, Bo Yuan, Zhenwei Shi, Zhiguo Jiang. IET Image Processing, 2021.

2018

• No-reference blurred image quality assessment by structural similarity index
  Haopeng Zhang, Bo Yuan, Bo Dong, Zhiguo Jiang. Applied Sciences, 2018.

Collaborators

• Danpei Zhao
• Shuai Shao