Lu M, Chen N*, Yue X, Li Y, Yue J, Fang L. Beyond Dimensionality Explosion: A Latent Diffusion Framework for Hyperspectral Image Classification. neurocomputing. 2025.

Zhang H, Liu H, Shi Z, Mao S, Chen N*. ConvMamba: Combining Mamba with CNN for Hyperspectral Image Classification. Neurocomputing. 2025:131016.

Sun Z, Shen Z, Chen N*, Pang S, Liu H, You Y, Wang H, Zhu Y. MEFormer: Enhancing Low-Light Images While Preserving Image Authenticity in Mining Environments. Remote Sensing. 2025;17:1165.

Chen N, Huang Z, Yue X, Liu A, Lu M, Yue J, Fang L. Svaformer: Integrating random and hierarchical spectral view attention for hyperspectral image classification. IEEE Transactions on Geoscience and Remote Sensing. 2024.

Zhang H, Chen N, Li M, Mao S. The crack diffusion model: an innovative diffusion-based method for pavement crack detection. Remote Sensing. 2024;16:986.

N Chen, L Fang XXLYSH, Yue J. Spectral Query Spatial: Revisiting the Role of Center Pixel in Transformer for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing. 2024.

Li B, Fang L, Chen N*, Kang J, Yue J. Enhancing hyperspectral image classification: Leveraging unsupervised information with guided group contrastive learning. IEEE Transactions on Geoscience and Remote Sensing. 2024;62:1–17.

Yue X, Liu A, Chen N, Xia S, Yue J, Fang L. HyperMLL: Toward robust hyperspectral image classification with multi-source label learning. IEEE Transactions on Geoscience and Remote Sensing. 2024.

Liu H, Huang C, Chen N*, Xie T, Lu M, Huang Z*. Negative Samples Mining Matters: Reconsidering Hyperspectral Image Classification With Contrastive Learning. IEEE Transactions on Geoscience and Remote Sensing. 2024.

Liu H, Yuan M, Li M, Li B, Chen N*, Wang J, Li X, Wu X. Tdfpi: A three-dimensional and full parameter inversion model and its application for building damage assessment in guotun coal mining areas, shandong, china. Remote sensing. 2024;16:698.

Kang J, Chen N, Li M, Mao S, Zhang H, Fan Y, Liu H. A point cloud segmentation method for dim and cluttered underground tunnel scenes based on the segment anything model. Remote Sensing. 2023;16:97.

Chen N, Yue J, Fang L, Xia S. SpectralDiff: A generative framework for hyperspectral image classification with diffusion models. IEEE Transactions on Geoscience and Remote Sensing. 2023;61:1–16.

杨梦, 陈宁, 范誉航. 煤矿事故案例存储与检索研究. 煤炭科学技术. 2021;49:103–109.

Lyu P, Chen N, Mao S, Li M. LSTM based encoder-decoder for short-term predictions of gas concentration using multi-sensor fusion. Process Safety and Environmental Protection. 2020;137:93–105.

陈宁, 毛善君, 李德龙, 岳俊. 多基站协同训练神经网络的 PM2. 5 预测模型. 测绘科学. 2018;43:87–93.

陈宁, 彭霞, 黄舟. 社交媒体地理大数据的旅游景点热度分析. 测绘科学. 2016;41:167–171.