任建四

个人简历

        他的研究领域是机器学习及其在高光谱遥感图像处理中的应用，包括监督/无监督/半监督分类、少样本分类、目标检测、超分辨率重建、多模态融合等。主要研究兴趣还包括深度学习和自然语言处理。以第一作者或通讯作者在知名国际期刊发表代表性高级别SCI学术论文十多篇。对于指导研究生富有热情，善于指导学生，指导的研究生全部取得了高质量的成果，发表了高级别SCI论文，在各项国内国际大赛获奖，多人获得国家奖学金，所指导的毕业生全部高质量就业。 

近年代表性论文

[1] Y. Peng, W. Wu, J. Ren*, X. Yu. Novel GCN Model Using Dense Connection and Attention Mechanism for Text Classification [J]. Neural Processing Letters, 2024.

[2] M. Shi, J. Ren*. A lightweight denserelation network with attention for hyperspectral image few-shot classification [J]. Engineering Applications of Artificial Intelligence, 2023.

[3] J. Wang, J. Ren*, Y. Peng and M. Shi. Spectral Segmentation Multi-scale Feature Extraction Residual Networks for Hyperspectral Image Classification[J]. Remote Sensing, 2023, 15(17).

[4] M. Shi, R. Wang and J. Ren*. Hierarchical capsule network for hyperspectral image classification[J]. Neural Computing and Applications, 2023.

[5] Y. Peng, J. Ren*, J. Wang and M. Shi. Spectral-Swin Transformer with Spatial Feature Extraction Enhancement for Hyperspectral Image Classification[J]. Remote Sensing, 2023, 15(10).

[6] J. Wang, W. Wu and J. Ren*. BERT-PG: a two-branch associative feature gated filtering network for aspect sentiment classification[J]. Journal of Intelligent Information Systems, 2023.

[7] M. Shi, X. Zeng, J. Ren* and Y. Shi. A multi-scale residual capsule network for hyperspectral image classification with small training samples[J]. Multimedia Tools and Applications, 2023.

[8] J. Ren*, M. Shi, J. Chen, R. Wang and X. Wang. Hyperspectral image classification using multi-level features fusion capsule network with a dense structure[J]. Applied Intelligence, 2023, 53(11).

[9] H. Zhong, L. Li, J. Ren*, W. Wu and R. Wang. Hyperspectral image classification via parallel multi-input mechanism-based convolutional neural network[J]. Multimedia Tools and Applications, 2022, 81(17).

[10] X. Wang, J. Ren*, R. Wang, W. Wu and J. Chen. Spatial-spectral hyperspectral image classification based on primary and secondary capsule network[J]. J. Appl. Remote Sens, 2021, 15(3).

[11] J. Ren, W. Wu, G. Liu, Z. Chen and R. Wang. Bidirectional Gated Temporal Convolution with Attention for text classification[J]. Neurocomputing, 2021, 455: 265-273.

[12] J. Ren, R. Wang, G. Liu, Y. Wang and W. Wu. An SVM-Based Nested Sliding Window Approach for Spectral–Spatial Classification of Hyperspectral Images[J]. Remote Sensing, 2021, 13(1).

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