COMIC: An Unsupervised Change Detection Method for Heterogeneous Remote Sensing Images Based on Copula Mixtures and Cycle-Consistent Adversarial Networks

title: “Distributed Learning Based on 1-Bit Gradient Coding in the Presence of Stragglers” collection: publications category: manuscripts permalink: /publication/2024-distributed-learning-1bit-gradient excerpt: ‘This study explores distributed learning techniques utilizing 1-bit gradient coding to mitigate the impact of stragglers in large-scale networks.’ date: 2024-01-01 venue: ‘IEEE Transactions on Communications’ slidesurl: ‘’ paperurl: ‘’ citation: ‘C. Li, M. Skoglund. (2024). "Distributed Learning Based on 1-Bit Gradient Coding in the Presence of Stragglers." IEEE Transactions on Communications.’ —

title: “Robust Cross-Modal Remote Sensing Image Retrieval via Maximal Correlation Augmentation” collection: publications category: manuscripts permalink: /publication/2024-robust-cross-modal-retrieval excerpt: ‘The paper presents a robust method for cross-modal remote sensing image retrieval through maximal correlation augmentation techniques.’ date: 2024-01-01 venue: ‘IEEE Transactions on Geoscience and Remote Sensing’ slidesurl: ‘’ paperurl: ‘’ citation: ‘Z. Wang, X. Wang, G. Li, C. Li. (2024). "Robust Cross-Modal Remote Sensing Image Retrieval via Maximal Correlation Augmentation." IEEE Transactions on Geoscience and Remote Sensing.’ —

title: “A Copula-Based Method for Change Detection with Multi-Sensor Optical Remote Sensing Images” collection: publications category: manuscripts permalink: /publication/2023-copula-change-detection excerpt: ‘This research introduces a copula-based approach for detecting changes in multi-sensor optical remote sensing images.’ date: 2023-01-01 venue: ‘IEEE Transactions on Geoscience and Remote Sensing’ slidesurl: ‘’ paperurl: ‘’ citation: ‘C. Li, G. Li, X. Wang, P. K. Varshney. (2023). "A Copula-Based Method for Change Detection with Multi-Sensor Optical Remote Sensing Images." IEEE Transactions on Geoscience and Remote Sensing.’ —

title: “Millimetre-Wave Radar-Based Spirometry for the Preliminary Diagnosis of Chronic Obstructive Pulmonary Disease” collection: publications category: manuscripts permalink: /publication/2023-radar-spirometry-copd excerpt: ‘The study investigates the use of millimetre-wave radar technology in spirometry for early diagnosis of chronic obstructive pulmonary disease (COPD).’ date: 2023-01-01 venue: ‘IET Radar, Sonar & Navigation’ slidesurl: ‘’ paperurl: ‘’ citation: ‘W. Wang, Y. Wan, C. Li, Z. Chen, W. Zhang, L. Zhao, J. Zhao, X. Mu, G. Li. (2023). "Millimetre-Wave Radar-Based Spirometry for the Preliminary Diagnosis of Chronic Obstructive Pulmonary Disease." IET Radar, Sonar & Navigation. 17(12), 1874-1885.’ —

title: “Distributed Detection of Sparse Signals with Censoring Sensors in Clustered Sensor Networks” collection: publications category: manuscripts permalink: /publication/2022-distributed-detection-sparse-signals excerpt: ‘This paper discusses methods for distributed detection of sparse signals using censoring sensors within clustered sensor networks.’ date: 2022-01-01 venue: ‘Information Fusion’ slidesurl: ‘’ paperurl: ‘’ citation: ‘C. Li, G. Li, P. K. Varshney. (2022). "Distributed Detection of Sparse Signals with Censoring Sensors in Clustered Sensor Networks." Information Fusion. 83, 1-18.’ —

title: “Decentralized Federated Learning via Mutual Knowledge Transfer” collection: publications category: manuscripts permalink: /publication/2021-decentralized-federated-learning excerpt: ‘The article presents a decentralized federated learning framework that enhances performance through mutual knowledge transfer among devices.’ date: 2021-01-01 venue: ‘IEEE Internet of Things Journal’ slidesurl: ‘’ paperurl: ‘’ citation: ‘C. Li, G. Li, P. K. Varshney. (2021). "Decentralized Federated Learning via Mutual Knowledge Transfer." IEEE Internet of Things Journal. 9(2), 1136-1147.’ —

title: “Federated Learning with Soft Clustering” collection: publications category: manuscripts permalink: /publication/2021-federated-learning-soft-clustering excerpt: ‘This study introduces a federated learning approach that incorporates soft clustering to improve learning efficiency and accuracy.’ date: 2021-01-01 venue: ‘IEEE Internet of Things Journal’ slidesurl: ‘’ paperurl: ‘’ citation: ‘C. Li, G. Li, P. K. Varshney. (2021). "Federated Learning with Soft Clustering." IEEE Internet of Things Journal. 9(10), 7773-7782.’ —

title: “Communication-Efficient Federated Learning Based on Compressed Sensing” collection: publications category: manuscripts permalink: /publication/2021-communication-efficient-federated-learning excerpt: ‘The paper proposes a communication-efficient federated learning scheme utilizing compressed sensing techniques to reduce data transmission overhead.’ date: 2021-01-01 venue: ‘IEEE Internet of Things Journal’ slidesurl: ‘’ paperurl: ‘’ citation: ‘C. Li, G. Li, P. K. Varshney. (2021). "Communication-Efficient Federated Learning Based on Compressed Sensing." IEEE Internet of Things Journal. 8(20), 15531-15541.’ —

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Recommended citation: C. Li, G. Li, Z. Wang, X. Wang, P. K. Varshney. (2024). "COMIC: An Unsupervised Change Detection Method for Heterogeneous Remote Sensing Images Based on Copula Mixtures and Cycle-Consistent Adversarial Networks." Information Fusion. 106, 102240.
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