My Reasearch Topic

Topic1-Hyperspectral image classification

Few-shot classification

Few-shot Learning With Class-Covariance Metric for Hyperspectral Image Classificationc Bobo Xi, Bobo Xi, Yun Zhang, Jiaojiao Li, Yunsong Li, Zan Li, Jocelyn Chanussot, IEEE Transactions on Image Processing, (TIP), 2022. (SCI Q1 Top, IF=10.6) [Paper][Code]

CTF-SSCL: CNN-Transformer for Few-shot Hyperspectral Image Classification Assisted by Semisupervised Contrastive Learning Bobo Xi, Yun Zhang, Jiaojiao Li, Yunsong Li, Zan Li, Jocelyn Chanussot, IIEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2024. (SCI Q1 Top, IF=8.2) [Paper][Code]

Imbalanced classification

DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery Bobo Xi, Jiaojiao Li, Yan Diao, Yunsong Li, Zan Li, Yan Huang, Jocelyn Chanussot, IEEE Transactions on Circuits and Systems for Video Technology, (TCSVT), 2023. (SCI Q1 Top, IF=8.4) [Paper][Code]

Class-Specific Auto-augment Architecture Based on Schmidt Mathematical Theory for Imbalanced Hyperspectral Classification Jiaojiao Li, Yan Diao, Rui Song, Bobo Xi*, Yunsong Li, Qian Du, IEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2023. (SCI Q1 Top, IF=8.2) [Paper][Code]

Semi-supervised classification

Semisupervised Cross-scale Graph Prototypical Network for Hyperspectral Image Classification Bobo Xi, Jiaojiao Li, Yunsong Li, Rui Song, Yuchao Xiao, Qian Du, Jocelyn Chanussot, IEEE Transactions on Neural Networks and Learning Systems, (TNNLS), 2023. (SCI Q1 Top, IF=14.255) [Paper][Code]

SGML: A Symmetric Graph Metric Learning Framework for Efficient Hyperspectral Image Classification Yunsong Li, Bobo Xi*, Jiaojiao Li, Rui Song, Yuchao Xiao, Jocelyn Chanussot, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, (JSTARS), 2022. (SCI Q2 Top, IF=4.7) [Paper][Code]

Feature extraction

Multi-direction Networks With Attentional Spectral Prior for Hyperspectral Image Classification Bobo Xi, Jiaojiao Li, Yunsong Li, Rui Song, Yuchao Xiao, Yanzi Shi, Qian Du, IEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2022. (SCI Q1 Top, IF=8.2) [Paper][Code]

Multiscale Context-aware Ensemble Deep KELM for Efficient Hyperspectral Image Classification Bobo Xi, Jiaojiao Li, Yunsong Li, Rui Song, Weiwei Sun, Qian Du, IEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2021. (SCI Q1 Top, IF=8.2) [Paper][Code]

Topic2-Multimodal classification

Fusion classification

Multilevel Attention Dynamic-Scale Network for HSI and LiDAR Data Fusion Classification Yufei He, Bobo Xi*, Guocheng Li, Tie Zheng, Yunsong Li, Changbin Xue, Jocelyn Chanussot, IEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2024. (SCI Q1 Top, IF=8.2) [Paper]

A Triplet Semi-supervised Deep Network for Fusion Classification of Hyperspectral and LiDAR Data Jiaojiao Li, Yinle Ma, Rui Song, Bobo Xi*, Yunsong Li, Danfeng Hong, Qian Du, IEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2021. (SCI Q1 Top, IF=8.2) [Paper][Code]

Zero-shot scene classification

A Lightweight Framework With Knowledge Distillation for Zero-Shot Mars Scene Classification Xiaomeng Tan, Bobo Xi*, Haitao Xu, Jiaojiao Li, Yunsong Li, Changbin Xue, Jocelyn Chanussot, IEEE Transactions on Geoscience and Remote Sensing, (TGRS), 2024. (SCI Q1 Top, IF=8.2) [Paper][Code]

MFINet: A Novel Zero-Shot Remote Sensing Scene Classification Network Based on Multimodal Feature Interaction Xiaomeng Tan, Bobo Xi*, Haitao Xu, Yunsong Li, Changbin Xue, Jocelyn Chanussot, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, (JSTARS), 2024. (SCI Q2 Top, IF=4.7) [Paper][Code]