Posts by Collection

portfolio

publications

AFDet: Toward More Accurate and Faster Object Detection in Remote Sensing Images , N. Liu, T. Celik, T. Zhao, C. Zhang, H.-C. Li, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2021.

An Arbitrary-Oriented Object Detector Based on Variant Gaussian Label in Remote Sensing Images , T. Zhao, N. Liu*, T. Celik, H.-C. Li, IEEE Geoscience and Remote Sensing Letters (GRSL), 2022.

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

Gated Ladder-Shaped Feature Pyramid Network for Object Detection in Optical Remote Sensing Images , N. Liu, T. Celik, H.-C. Li, IEEE Geoscience and Remote Sensing Letters (GRSL), 2022.

MSNet: A Multiple Supervision Network for Remote Sensing Scene Classification , N. Liu, T. Celik, H.-C. Li, IEEE Geoscience and Remote Sensing Letters (GRSL), 2022.

Cascade Meta-RCNN for Few-shot Object Detection , S. Li, Q. Jiang, X. Jin, N. Liu, S. Chen, S.-J. Lee, IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA), 2023. (Oral)

Break Through the Border Restriction of Horizontal Bounding Box for Arbitrary-Oriented Ship Detection in SAR Images , P. Guo, T. Celik, N. Liu, H.-C. Li, IEEE Geoscience and Remote Sensing Letters (GRSL), 2023.

Masked Second-Order Pooling for Few-Shot Remote-Sensing Scene Classification , J. Deng, Q. Wang*, N. Liu*, IEEE Geoscience and Remote Sensing Letters (GRSL), 2023.

Transformation-Invariant Network for Few-Shot Object Detection in Remote-Sensing Images , N. Liu, X. Xu, T. Celik, Z. Gan, H.-C. Li, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023.

IDA-SiamNet: Interactive- and Dynamic-Aware Siamese Network for Building Change Detection , Y.-C. Li, S. Lei, N. Liu, H.-C. Li, Q. Du, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024.

Toward Distortion-Aware Change Detection in Realistic Scenarios , Y. Zhao, H.-C. Li, N. Liu, R. Wang, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024.

Semi-supervised object detection with uncurated unlabeled data for remote sensing images , N. Liu, X. Xu, Y. Gao, Y. Zhao, H.-C. Li, International Journal of Applied Earth Observation and Geoinformation (JAG), 2024.

CLIP-guided Source-free Object Detection in Aerial Images , N. Liu, X. Xu, Y. Su, C. Liu, P. Gong, H.-C. Li, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024. (Oral)

A Novel SegNet Model for Crack Image Semantic Segmentation in Bridge Inspection , R. Pang, H. Tan, Y. Yang, X. Xu, N. Liu, P. Zhang, Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024. (Oral)

COUD: Continual Urbanization Detector for Time Series Building Change Detection , Y. Zhao, H.-C. Li, S. Lei, N. Liu, J. Pan, T. Celik, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2024.

SSLChange: A Self-Supervised Change Detection Framework Based on Domain Adaptation , Y. Zhao, T. Celik, N. Liu, F. Gao, H.-C. Li, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024.

PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object Detection , Y. Gao, Y. Zhang, Z. Huang, N. Liu, D. Huang, ACM International Conference on Multimedia (ACM MM), 2024.

RoSD-SAR: Robust Ship Detection in SAR Images with Noisy Box , P. Guo, S. Lei, C. Liu, N. Liu, H.-C. Li, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2025.

PS-TOD: Point-Supervised Tiny Object Detection via Two-Stage Calibration , Z. Wang, S. Lei, N. Liu, P. Guo, H.-C. Li, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2025.

Memory-Augmented Differential Network for Infrared Small Target Detection , Y. Liu, S. Lei, N. Liu, J. Pan, H.-C. Li, IEEE Geoscience and Remote Sensing Letters (GRSL), 2025.

M2S-DETR: A Mixed Receptive Field and Multiposition Encoding for Scale-Sensitive SAR Ship Detection With Transformer , P. Guo, H.-C. Li, N. Liu, S. Lei, X. Geng, J. Pan, IEEE Sensors Journal, 2025.

Few-Shot Object Detection With Contrastive Enhancement Loss Guided by Object Association Graph in Remote Sensing Images , J. Wang, Z. Ma*, C. Wang, N. Liu*, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2025.

Exploring Generalizable Pre-training for Real-world Change Detection via Geometric Estimation , Y. Zhao, S. Lei, N. Liu, T. Celik, H.-C. Li, Q. Zhu, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025.

PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images , N. Liu, X. Xu, Y. Su, H. Zhang, H.-C. Li, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2025.

On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning , Y. Su, Y. Li, N. Liu, K. Jia, X. Yang, C.-S. Foo, X. Xu, International Conference on Learning Representations (ICLR), 2025.

Blueprint Multiscale Aware and Linearized Feature Enhancement Network for Efficient Remote Sensing Image Super-Resolution , R. Chen, N. Liu, Y.-C. Li, S. Lei, H.-C. Li, IEEE Geoscience and Remote Sensing Letters (GRSL), 2026.

Point-Supervised Oriented Ship Detection via Segment Anything Model for SAR Images , Q. Lin, N. Liu*, Z. Tan, Y. Liu, Q. Long*, IEEE Geoscience and Remote Sensing Letters (GRSL), 2026.

SAM-Guided Multi-view Fusion for Weakly Supervised 3D Point Cloud Segmentation , Y. Qiao, N. Liu*, Y. Su, S. Li, X. Yang, B. Wen, N. F. Chen, T. Li, X. Xu, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026.

Test-Time Optimization of 3D Point Cloud LLM via Manifold-Aware In-Context Guidance and Refinement , T. Chen, N. Liu, L. Yang, X. Yang, T. Li, X. Xu, International Conference on Learning Representations (ICLR), 2026.

Patch-as-Decodable-Token: Towards Unified Multi-Modal Vision Tasks in MLLMs , Y. Su, H. Zhang, S. Li, N. Liu, J. Liao, J. Pan, Y. Liu, X. Xing, C. Sun, C. Li, N. F. Chen, S. Yan, X. Yang, X. Xu, International Conference on Learning Representations (ICLR), 2026.

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

STFAR: Test-Time Adaptive Object Detection through Self-Training and Feature Alignment Regularization , N. Liu, Y. Chen, Y. Su, H. Zhang, L. Cai, H.-C. Li, K. Jia, T. Li, X. Xu, C.-S. Foo, Expert Systems with Applications (ESWA), 2026.

Continual Test-Time Adaptive Object Detection in Remote Sensing Images via Spectral Routing and Historical Reconstruction , M. Yong, N. Liu*, S. Lei, J. Pan, X. Yang, H.-C. Li, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2026.

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.