Zhu, Xiao Xiang

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

Zhu, X. X., Tuia, D., Mou, L., Xia, G.-S., Zhang, L., Xu, F., & Fraundorfer, F. (2017) · IEEE Geoscience and Remote Sensing Magazine

Remote-Sensing Image ClassificationRemote Sensing and Land Use

Cited by 3,400

Self-Supervised Learning in Remote Sensing: A review

Wang, Y., Albrecht, C. M., Braham, N. A. A., Mou, L., & Zhu, X. X. (2022) · IEEE Geoscience and Remote Sensing Magazine

Remote-Sensing Image ClassificationDomain Adaptation and Few-Shot Learning

Cited by 364

On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances, and Million-AID

Long, Y., Xia, G.-S., Li, S., Yang, W., Yang, M. Y., Zhu, X. X., Zhang, L., & Li, D. (2021) · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Remote-Sensing Image ClassificationRemote Sensing and Land Use

Cited by 250

A Survey of Uncertainty in Deep Neural Networks

Gawlikowski, J., Tassi, C. R. N., Ali, M., Lee, J., Humt, M., Feng, J., Kruspe, A., Triebel, R., Jung, P., Roscher, R., et al. (2021) · arXiv

Adversarial Robustness in Machine LearningAdvanced Neural Network Applications

Cited by 232

SSL4EO-S12: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]

Wang, Y., Braham, N. A. A., Xiong, Z., Liu, C., Albrecht, C. M., & Zhu, X. X. (2023) · IEEE Geoscience and Remote Sensing Magazine

Remote-Sensing Image ClassificationRemote Sensing and Land Use

Cited by 141

Enabling country-scale land cover mapping with meter-resolution satellite imagery

Tong, X.-Y., Xia, G.-S., & Zhu, X. X. (2023) · ISPRS Journal of Photogrammetry and Remote Sensing

Remote-Sensing Image ClassificationRemote Sensing and Land Use

Cited by 125

RRSIS: Referring Remote Sensing Image Segmentation

Yuan, Z., Mou, L., Hua, Y., & Zhu, X. X. (2024) · IEEE Transactions on Geoscience and Remote Sensing

Remote-Sensing Image ClassificationAdvanced Neural Network Applications

Cited by 81

Long-term annual mapping of four cities on different continents by applying a deep information learning method to landsat data

Lyu, H., Lu, H., Mou, L., Li, W., Wright, J., Li, X., Li, X., Zhu, X., Wang, J., Yu, L., et al. (2018) · Remote Sensing

Remote-Sensing Image ClassificationRemote Sensing and Land Use

Cited by 70

Decoupling Common and Unique Representations for Multimodal Self-supervised Learning

Wang, Y., Albrecht, C. M., Braham, N. A. A., Liu, C., Xiong, Z., & Zhu, X. X. (2025) · Lecture Notes in Computer Science

Multimodal Machine Learning ApplicationsDomain Adaptation and Few-Shot Learning

Cited by 49

Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation

Xiong, Z., Wang, Y., Zhang, F., Stewart, A. J., Hanna, J., Borth, D., Papoutsis, I., Saux, B. L., Camps-Valls, G., & Zhu, X. X. (2024) · arXiv

Remote-Sensing Image ClassificationAdvanced Neural Network Applications

Cited by 26

On the foundations of Earth foundation models

Zhu, X. X., Xiong, Z., Wang, Y., Stewart, A. J., Heidler, K., Wang, Y., Yuan, Z., Dujardin, T., Xu, Q., & Shi, Y. (2026) · Communications Earth & Environment

Artificial Intelligence ApplicationsModel Reduction and Neural Networks

Cited by 26

A deep learning fusion network trained with clinical and high-frequency ultrasound images in the multi-classification of skin diseases in comparison with dermatologists: a prospective and multicenter study

Zhu, A.-Q., Wang, Q., Shi, Y.-L., Ren, W.-W., Cao, X., Ren, T.-T., Wang, J., Zhang, Y.-Q., Sun, Y.-K., Chen, X.-W., et al. (2024) · EClinicalMedicine

Cutaneous Melanoma Detection and ManagementAI in cancer detection

Cited by 25

Under the Radar -- Auditing Fairness in ML for Humanitarian Mapping

Kondmann, L., & Zhu, X. X. (2021) · arXiv

Ethics and Social Impacts of AIImpact of Light on Environment and Health

Cited by 3

Blinded by the Light: Monitoring Local Economic Development Over Time With Nightlight Emissions

Kondmann, L., Taubenbock, H., & Zhu, X. X. (2021) · 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS

Impact of Light on Environment and HealthHuman Mobility and Location-Based Analysis

Cited by 3