Nanqing Liu (刘南清)

Nanqing Liu (刘南清)

Lecturer @ Yunnan Normal University

🎓 About Me

I am a Lecturer at Yunnan Normal University. I obtained my Ph.D. degree in Information and Communication Engineering from Southwest Jiaotong University in 2025, where I was supervised by Prof. Turgay Celik and Prof. Heng-Chao Li. From Feb 2023 to Dec 2024, I was a Visiting Student at A*STAR in Singapore, supervised by Dr. Xun Xu and Dr. Chuan-Sheng Foo. My research focuses on remote sensing image analysis and computer vision, with specific interests in few-shot/semi-supervised object detection, domain adaptation, and weakly-supervised segmentation.

🔔 News

  • 2026.03: Serving as Guest Editor for the Future Internet Special Issue Advances in Vision Algorithms for Future Intelligent Systems.
  • 2026.02: One paper accepted by IEEE TGRS.
  • 2026.01: Two papers accepted by ICLR 2026.
  • 2026.01: One paper accepted by ICASSP 2026.
  • 2026.01: Two papers accepted by IEEE GRSL.
  • 2025.10: One paper accepted by IEEE TGRS.
  • 2025.06: One paper accepted by IEEE Sensors Journal.
  • 2025.03: Two papers accepted by IGARSS 2025.
  • 2025.03: One paper accepted by IEEE JSTARS.
  • 2025.01: One paper accepted by IEEE TGRS.
  • 2025.01: One paper accepted by IEEE GRSL.
  • 2025.01: One paper accepted by ICLR 2025.
  • 2024.10: One paper accepted by ACM MM 2024.
  • 2024.07: Received IEEE GRSS Travel Grant for IGARSS 2024.
  • 2024.06: One paper accepted by IEEE TGRS.
  • 2024.05: One paper accepted by PAKDD 2024 (Oral).
  • 2024.05: One paper accepted by IEEE TGRS.
  • 2024.03: Two papers accepted by IGARSS 2024 (1 Oral).
  • 2024.03: One paper accepted by JAG.
  • 2024.02: One paper accepted by IEEE JSTARS.
  • 2023.10: One paper accepted by IEEE TGRS.
  • 2023.06: Two papers accepted by IEEE GRSL.
  • 2023.06: One paper accepted by ISPA 2023 (Oral).
  • 2022.01: One paper accepted by IEEE GRSL.
  • 2021.06: One paper accepted by IEEE JSTARS.
  • 2021.06: Two papers accepted by IEEE GRSL.
  • 2020.12: One paper accepted by IEEE GRSL.

🔬 Recent Publications

* denotes corresponding author

ICLR 2026
PaDT
Patch-as-Decodable-Token: Towards Unified Multi-Modal Vision Tasks in MLLMs
Yongyi Su, Haojie Zhang, Shijie Li, Nanqing Liu, Jingyi Liao, Junyi Pan, Yuan Liu, Xiaofen Xing, Chong Sun, Chen Li, Nancy F. Chen, Shuicheng Yan, Xulei Yang, Xun Xu
International Conference on Learning Representations (ICLR), 2026
ICLR 2026
PGLLM
Test-Time Optimization of 3D Point Cloud LLM via Manifold-Aware In-Context Guidance and Refinement
Tiankai Chen, Nanqing Liu, Li Yang, Xulei Yang, Tianrui Li, Xun Xu
International Conference on Learning Representations (ICLR), 2026
ICASSP 2026
SAM-PointCloud
SAM-Guided Multi-view Fusion for Weakly Supervised 3D Point Cloud Segmentation
Yuena Qiao, Nanqing Liu*, Yongyi Su, Shijie Li, Xulei Yang, Bihan Wen, Nancy F. Chen, Tianrui Li, Xun Xu
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026
GRSL 2026
Point2RBox4SAR
Point-Supervised Oriented Ship Detection via Segment Anything Model for SAR Images
Qiwei Lin, Nanqing Liu*, Zhiyuan Tan, Yang Liu, Qinghua Long
IEEE Geoscience and Remote Sensing Letters (GRSL), 2026
GRSL 2026
BLNet
Blueprint Multiscale Aware and Linearized Feature Enhancement Network for Efficient Remote Sensing Image Super-Resolution
Rui Chen, Nanqing Liu, Yun-Cheng Li, Sen Lei, Heng-Chao Li
IEEE Geoscience and Remote Sensing Letters (GRSL), 2026
TGRS 2026
RA-SAM
Reference and Attention Guided Few-Shot Adaptation of Segment Anything Model for Remote Sensing Images
Xingji Wei, Nanqing Liu, Sen Lei, Heng-Chao Li
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026
ICLR 2025
TTDP
On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning
Yongyi Su, Yushu Li, Nanqing Liu, Kui Jia, Xulei Yang, Chuan-Sheng Foo, Xun Xu
International Conference on Learning Representations (ICLR), 2025
TGRS 2025
PointSAM
PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images
Nanqing Liu, Xun Xu, Yongyi Su, Haojie Zhang, Heng-Chao Li
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025
TGRS 2025
MatchCD
Exploring Generalizable Pre-training for Real-world Change Detection via Geometric Estimation
Yitao Zhao, Sen Lei, Nanqing Liu, Turgay Celik, Heng-Chao Li, Qing Zhu
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025
JSTARS 2025
OAG-FSOD
Few-Shot Object Detection With Contrastive Enhancement Loss Guided by Object Association Graph in Remote Sensing Images
Jin Wang, Zongfang Ma, Chen Wang, Nanqing Liu*
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2025
IEEE Sensors 2025
M2S-DETR
M2S-DETR: A Mixed Receptive Field and Multiposition Encoding for Scale-Sensitive SAR Ship Detection With Transformer
Pengfei Guo, Heng-Chao Li, Nanqing Liu, Sen Lei, Xiongfei Geng, Jie Pan
IEEE Sensors Journal, 2025
GRSL 2025
MAD-Net
Memory-Augmented Differential Network for Infrared Small Target Detection
Yanqiong Liu, Sen Lei, Nanqing Liu, Jie Pan, Heng-Chao Li
IEEE Geoscience and Remote Sensing Letters (GRSL), 2025
IGARSS 2025
PS-TOD
PS-TOD: Point-Supervised Tiny Object Detection via Two-Stage Calibration
Zihui Wang, Sen Lei, Nanqing Liu, Pengfei Guo, Heng-Chao Li
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2025
IGARSS 2025
RoSD-SAR
RoSD-SAR: Robust Ship Detection in SAR Images with Noisy Box
Pengfei Guo, Sen Lei, Chengxin Liu, Nanqing Liu, Heng-Chao Li
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2025
ACM MM 2024
PS-TTL
PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object Detection
Yingjie Gao, Yanan Zhang, Ziyue Huang, Nanqing Liu, Di Huang
ACM International Conference on Multimedia (ACM MM), 2024
TGRS 2024
SSLChange
SSLChange: A Self-Supervised Change Detection Framework Based on Domain Adaptation
Yitao Zhao, Turgay Celik, Nanqing Liu, Feng Gao, Heng-Chao Li
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
JSTARS 2024
COUD
COUD: Continual Urbanization Detector for Time Series Building Change Detection
Yitao Zhao, Heng-Chao Li, Sen Lei, Nanqing Liu, Jie Pan, Turgay Celik
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2024
JAG 2024
OSSOD
Semi-supervised object detection with uncurated unlabeled data for remote sensing images
Nanqing Liu, Xun Xu, Yingjie Gao, Yitao Zhao, Heng-Chao Li
International Journal of Applied Earth Observation and Geoinformation (JAG), 2024
IGARSS 2024
SFDA
CLIP-guided Source-free Object Detection in Aerial Images
Nanqing Liu, Xun Xu, Yongyi Su, Chengxin Liu, Peiliang Gong, Heng-Chao Li
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024 (Oral)
IGARSS 2024
Distortion-CD
Toward Distortion-Aware Change Detection in Realistic Scenarios
Yitao Zhao, Heng-Chao Li, Nanqing Liu, Rui Wang
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024
TGRS 2023
TINet
Transformation-Invariant Network for Few-Shot Object Detection in Remote-Sensing Images
Nanqing Liu, Xun Xu, Turgay Celik, Zhi Gan, Heng-Chao Li
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
GRSL 2023
Masked-Second-Order
Masked Second-Order Pooling for Few-Shot Remote-Sensing Scene Classification
Jiahao Deng, Qianli Wang, Nanqing Liu*
IEEE Geoscience and Remote Sensing Letters (GRSL), 2023
GRSL 2023
Border-Restriction
Break Through the Border Restriction of Horizontal Bounding Box for Arbitrary-Oriented Ship Detection in SAR Images
Pengfei Guo, Turgay Celik, Nanqing Liu, Heng-Chao Li
IEEE Geoscience and Remote Sensing Letters (GRSL), 2023
GRSL 2022
GAN-SAR-Optical
A Comparative Analysis of GAN-Based Methods for SAR-to-Optical Image Translation
Yitao Zhao, Turgay Celik, Nanqing Liu, Heng-Chao Li
IEEE Geoscience and Remote Sensing Letters (GRSL), 2022
GRSL 2021
Arbitrary-Oriented
An Arbitrary-Oriented Object Detector Based on Variant Gaussian Label in Remote Sensing Images
Tao Zhao, Nanqing Liu*, Turgay Celik, Heng-Chao Li
IEEE Geoscience and Remote Sensing Letters (GRSL), 2021
JSTARS 2021
AFDet
AFDet: Toward More Accurate and Faster Object Detection in Remote Sensing Images
Nanqing Liu, Turgay Celik, Tao Zhao, Chen Zhang, Heng-Chao Li
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2021
GRSL 2020
MSNet
MSNet: A Multiple Supervision Network for Remote Sensing Scene Classification
Nanqing Liu, Turgay Celik, Heng-Chao Li
IEEE Geoscience and Remote Sensing Letters (GRSL), 2020

Full list →

💼 Academic Service

  • Guest Editor: Future Internet
  • Journal Reviewer: TIP, TCSVT, GRSM, TGRS, ISPRS, TIM, JSTARS, GRSL
  • Conference Reviewer: NeurIPS 2026, ECCV 2026, CVPR 2026, IGARSS 2025/2026, ACM MM 2024/2025/2026, ICONIP 2023
  • Membership: IEEE Member