Publications

2026

• X. Wei, N. Liu, S. Lei, H.-C. Li, "Reference and Attention Guided Few-Shot Adaptation of Segment Anything Model for Remote Sensing Images", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2026. [Paper]

2025

• Y. Su, Y. Li, N. Liu, K. Jia, X. Yang, C.-S. Foo, X. Xu, "On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning", International Conference on Learning Representations (ICLR), 2025.
• P. Guo, H.-C. Li, N. Liu, S. Lei, X. Geng, J. Pan, "M2S-DETR: A Mixed Receptive Field and Multi-Position Encoding for Scale-Sensitive SAR Ship Detection with Transformer", IEEE Sensors Journal, 2025.
• Y. Zhao, S. Lei, N. Liu, T. Celik, H.-C. Li, Q. Zhu, "Exploring Generalizable Pre-training for Real-world Change Detection via Geometric Estimation", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025.
• N. Liu, X. Xu, Y. Su, H. Zhang, H.-C. Li, "PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025.
• Y. Liu, S. Lei, N. Liu, J. Pan, H.-C. Li, "Memory-Augmented Differential Network for Infrared Small Target Detection", IEEE Geoscience and Remote Sensing Letters (GRSL), 2025.
• J. Wang, Z. Ma, C. Wang, N. Liu*, "Few-Shot Object Detection With Contrastive Enhancement Loss Guided by Object Association Graph in Remote Sensing Images", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2025.

2024

• Y. Gao, Y. Zhang, Z. Huang, N. Liu, D. Huang, "PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object Detection", ACM International Conference on Multimedia (ACM MM), 2024.
• Y. Zhao, H.-C. Li, N. Liu, R. Wang, "Toward distortion-aware change detection in realistic scenarios", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024.
• N. Liu, X. Xu, Y. Su, C. Liu, P. Gong, H.-C. Li, "CLIP-guided Source-free Object Detection in Aerial Images", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024. (Oral)
• R. Pang, H. Tan, Y. Yang, X. Xu, N. Liu, P. Zhang, "A Novel SegNet Model for Crack Image Semantic Segmentation in Bridge Inspection", Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024. (Oral)
• Y. Zhao, T. Celik, N. Liu, F. Gao, H.-C. Li, "SSLChange: A Self-Supervised Change Detection Framework Based on Domain Adaptation", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024.
• Y. Zhao, H.-C. Li, S. Lei, N. Liu, J. Pan, T. Celik, "COUD: Continual Urbanization Detector for Time Series Building Change Detection", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2024.
• Y.-C. Li, S. Lei, N. Liu, H.-C. Li, Q. Du, "IDA-SiamNet: Interactive- and Dynamic-Aware Siamese Network for Building Change Detection", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024.
• N. Liu, X. Xu, Y. Gao, Y. Zhao, H.-C. Li, "Semi-supervised object detection with uncurated unlabeled data for remote sensing images", International Journal of Applied Earth Observation and Geoinformation (JAG), 2024.

2023

• S. Li, Q. Jiang, X. Jin, N. Liu, S. Chen, S.-J. Lee, "Cascade Meta-RCNN for Few-shot Object Detection", IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA), 2023. (Oral)
• N. Liu, X. Xu, T. Celik, Z. Gan, H.-C. Li, "Transformation-Invariant Network for Few-Shot Object Detection in Remote-Sensing Images", IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023.
• P. Guo, T. Celik, N. Liu, H.-C. Li, "Break Through the Border Restriction of Horizontal Bounding Box for Arbitrary-Oriented Ship Detection in SAR Images", IEEE Geoscience and Remote Sensing Letters (GRSL), 2023.
• J. Deng, Q. Wang, N. Liu*, "Masked Second-Order Pooling for Few-Shot Remote-Sensing Scene Classification", IEEE Geoscience and Remote Sensing Letters (GRSL), 2023.

2022

• Y. Zhao, T. Celik, N. Liu, H.-C. Li, "A Comparative Analysis of GAN-Based Methods for SAR-to-Optical Image Translation", IEEE Geoscience and Remote Sensing Letters (GRSL), 2022.

2021

• N. Liu, T. Celik, H.-C. Li, "Gated Ladder-Shaped Feature Pyramid Network for Object Detection in Optical Remote Sensing Images", IEEE Geoscience and Remote Sensing Letters (GRSL), 2021.
• T. Zhao, N. Liu*, T. Celik, H.-C. Li, "An Arbitrary-Oriented Object Detector Based on Variant Gaussian Label in Remote Sensing Images", IEEE Geoscience and Remote Sensing Letters (GRSL), 2021.
• N. Liu, T. Celik, T. Zhao, C. Zhang, H.-C. Li, "AFDet: Toward More Accurate and Faster Object Detection in Remote Sensing Images", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2021.

2020

• N. Liu, T. Celik, H.-C. Li, "MSNet: A Multiple Supervision Network for Remote Sensing Scene Classification", IEEE Geoscience and Remote Sensing Letters (GRSL), 2020.