Ning Chen - Publications, H-index & Citations

Ning Chen

Peking University

6H指数

22论文数

243被引数

收录论文 15

发表时间

DCCL: Dual-view Cross-modal Consistency Learning for Hyperspectral and LiDAR Data Classification under Noisy Labels DCCL：基于噪声标签的高光谱和LiDAR数据分类的双视图跨模态一致性学习

IEEE Transactions on Geoscience and Remote Sensing

IF8.6

2026-10-13

PREAI

Xia Yue; Anfeng Liu; Ning Chen; Shaobo Xia; Jun Yue; Leyuan Fang

Spectral Channel Mixing Transformer with Spectral-Center Attention for Hyperspectral Image Classification 用于高光谱图像分类的光谱中心关注的光谱通道混合变换器

Remote Sensing

IF4.1

2026-03-03

OAAI

Zhenming Sun; Hui Liu; Ning Chen; Haina Yang; Jia Li; Chang Liu; Xiaoping Pei

Beyond distribution shifts: Adaptive hyperspectral image classification at test time 超越分布偏移：测试时间自适应高光谱图像分类

Neurocomputing

IF6.5

2026-02-27

PREAI

Xia Yue; Anfeng Liu; Ning Chen; Chenjia Huang; Hui Liu; Zhou Huang; Leyuan Fang

Seeing through the noise: A cross-modal guided framework for hyperspectral image classification under multi-type degradations

International Journal of Applied Earth Observation and Geoinformation

IF8.6

2026-01-17

OAAI

Hui Liu; Wei Tong; Ning Chen; Tao Xie; Chenjia Huang; Xia Yue; Zhou Huang

Positive Matching Benefits Fusion: A Novel Contrastive Learning Framework for Hyperspectral and LiDAR Data Classification

IEEE Transactions on Geoscience and Remote Sensing

IF8.6

2026-01-14

PREAI

Hui Liu; Chenjia Huang; Tao Xie; Wei Bao; Ning Chen; Jun Yue; Leyuan Fang

RoadDiffBox: Automatic Road Distress Diagnosis through Controlled Image Generation and Semi-Supervised Learning RoadDiffBox：通过受控图像生成和半监督学习实现的道路病害自动诊断

Research

IF10.7

2025-08-25

OAAI

Yuanyuan Hu; Ning Chen; Hancheng Zhang; Yue Hou; Pengfei Liu

Beyond dimensionality explosion: A latent diffusion framework for hyperspectral image classification 超越维度爆炸：一种用于高光谱图像分类的潜在扩散框架

Neurocomputing

IF6.5

2025-08-09

PREAI

Meiyun Lu; Ning Chen; Xia Yue; Yicong Li; Jun Yue; Leyuan Fang

ConvMamba: Combining Mamba with CNN for hyperspectral image classification 卷积Mamba：结合Mamba与卷积神经网络的高光谱图像分类

Neurocomputing

IF6.5

2025-07-15

PREAI

Haoyuan Zhang; Hui Liu; Zexi Shi; Shanjun Mao; Ning Chen

MEFormer: Enhancing Low-Light Images While Preserving Image Authenticity in Mining Environments MEFormer：在采矿环境中增强低光图像的同时保持图像真实性

REMOTE SENSING

IF4.1

2025-03-25

OAAI

Sun, Zhenming; Shen, Zeqing; Chen, Ning; Pang, Shuoqi; Liu, Hui; You, Yimeng; Wang, Haoyu; Zhu, Yiran

SVAFormer: Integrating Random and Hierarchical Spectral View Attention for Hyperspectral Image Classification SVAFormer: 集成随机和分层光谱视图注意力的高光谱图像分类

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Chen, Ning; Huang, Zhou; Yue, Xia; Liu, Anfeng; Lu, Meiyun; Yue, Jun; Fang, Leyuan

Spectral Query Spatial: Revisiting the Role of Center Pixel in Transformer for Hyperspectral Image Classification

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Chen, Ning; Fang, Leyuan; Xia, Yang; Xia, Shaobo; Liu, Hui; Yue, Jun

HyperMLL: Toward Robust Hyperspectral Image Classification With Multisource Label Learning HyperMLL: 通过多源标签学习实现鲁棒的高光谱图像分类

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Yue, Xia; Liu, Anfeng; Chen, Ning; Xia, Shaobo; Yue, Jun; Fang, Leyuan

Enhancing Hyperspectral Image Classification: Leveraging Unsupervised Information With Guided Group Contrastive Learning

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Li, Ben; Fang, Leyuan; Chen, Ning; Kang, Jitong; Yue, Jun

Negative Samples Mining Matters: Reconsidering Hyperspectral Image Classification With Contrastive Learning

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2024-01-01

PREAI

Liu, Hui; Huang, Chenjia; Chen, Ning; Xie, Tao; Lu, Mingyue; Huang, Zhou

SpectralDiff: A Generative Framework for Hyperspectral Image Classification With Diffusion Models

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

IF8.6

2023-01-01

OAAI

Chen, Ning; Yue, Jun; Fang, Leyuan; Xia, Shaobo

研究方向