Global–Local Multigranularity Transformer for Hyperspectral Image Classification

Hyperspectral image (HSI) classification is a challenging task in remote sensing applications, aiming to determine the category of each pixel by utilizing rich spectral and spatial information in HSI. Convolutional neural networks (CNNs) have been effective in processing HSI data by extracting local...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
المؤلفون الرئيسيون:	Zhe Meng, Qian Yan, Feng Zhao, Gaige Chen, Wenqiang Hua, Miaomiao Liang
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	IEEE 2025-01-01
الموضوعات:	CNN multigranularity transformer hyperspectral image (HSI) classification
الوصول للمادة أونلاين:	https://ieeexplore.ieee.org/document/10746388/

مواد مشابهة

CenterFormer: A Center Spatial–Spectral Attention Transformer Network for Hyperspectral Image Classification
حسب: Chenjing Jia, وآخرون
منشور في: (2025-01-01)

Semantic Multigranularity Feature Learning for High-Resolution Remote Sensing Image Scene Classification
حسب: Xinyi Ma, وآخرون
منشور في: (2021-10-01)

Spatial-Spectral Transformer for Hyperspectral Image Classification
حسب: Xin He, وآخرون
منشور في: (2021-01-01)

Deep Residual Involution Network for Hyperspectral Image Classification
حسب: Zhe Meng, وآخرون
منشور في: (2021-08-01)

Hyperspectral Image Classification With Mixed Link Networks
حسب: Zhe Meng, وآخرون
منشور في: (2021-01-01)

Local Auxiliary Spatial–Spectral Decoupling Transformer Network for Cross-Scene Hyperspectral Image Classification
حسب: Qiusheng Chen, وآخرون
منشور في: (2025-01-01)

A Light-Weighted Spectral–Spatial Transformer Model for Hyperspectral Image Classification
حسب: Tahir Arshad, وآخرون
منشور في: (2024-01-01)

Self- and Cross-Attention Enhanced Transformer for Visible and Thermal Infrared Hyperspectral Image Classification
حسب: Enyu Zhao, وآخرون
منشور في: (2025-01-01)

Expansion Spectral–Spatial Attention Network for Hyperspectral Image Classification
حسب: Shuo Wang, وآخرون
منشور في: (2023-01-01)

Configurable 2D–3D CNNs Accelerator for FPGA-Based Hyperspectral Imagery Classification
حسب: Wenjing He, وآخرون
منشور في: (2023-01-01)

SS-MLP: A Novel Spectral-Spatial MLP Architecture for Hyperspectral Image Classification
حسب: Zhe Meng, وآخرون
منشور في: (2021-10-01)

Spatial–Spectral Involution MLP Network for Hyperspectral Image Classification
حسب: Yihao Shao, وآخرون
منشور في: (2022-01-01)

PolSAR Image Classification Via a Multigranularity Hybrid CNN-ViT Model With External Tokens and Cross-Attention
حسب: Wenke Wang, وآخرون
منشور في: (2024-01-01)

Supervised Contrastive Learning-Based Classification for Hyperspectral Image
حسب: Lingbo Huang, وآخرون
منشور في: (2022-11-01)

A Deep Spectral–Spatial Residual Attention Network for Hyperspectral Image Classification
حسب: Koushikey Chhapariya, وآخرون
منشور في: (2024-01-01)

BinaryViT: Binary Vision Transformer for Hyperspectral Image Classification
حسب: Xiang Hu, وآخرون
منشور في: (2025-01-01)

Predicting Classification Performance for Benchmark Hyperspectral Datasets
حسب: Bin Zhao, وآخرون
منشور في: (2022-01-01)

Multigranularity Self-Attention Network for Fine-Grained Ship Detection in Remote Sensing Images
حسب: Lihan Ouyang, وآخرون
منشور في: (2022-01-01)

STMINet: Spatio-Temporal Multigranularity Intermingling Network for Remote Sensing Change Detection
حسب: Yuan Wang, وآخرون
منشور في: (2025-01-01)

Spectral–Spatial Score Fusion Attention Network for Hyperspectral Image Classification With Limited Samples
حسب: Shun Cheng, وآخرون
منشور في: (2024-01-01)

An efficient Transformer with neighborhood contrastive tokenization for hyperspectral images classification
حسب: Miaomiao Liang, وآخرون
منشور في: (2024-07-01)

TransHSI: A Hybrid CNN-Transformer Method for Disjoint Sample-Based Hyperspectral Image Classification
حسب: Ping Zhang, وآخرون
منشور في: (2023-11-01)

Wide Sliding Window and Subsampling Network for Hyperspectral Image Classification
حسب: Jiangbo Xi, وآخرون
منشور في: (2021-03-01)

Main–Sub Transformer With Spectral–Spatial Separable Convolution for Hyperspectral Image Classification
حسب: Jingpeng Gao, وآخرون
منشور في: (2024-01-01)

An Encoder–Decoder Convolution Network With Fine-Grained Spatial Information for Hyperspectral Images Classification
حسب: Zhongwei Li, وآخرون
منشور في: (2020-01-01)

A Cross-Attention-Based Multi-Information Fusion Transformer for Hyperspectral Image Classification
حسب: Jinghui Yang, وآخرون
منشور في: (2024-01-01)

Spectral–Spatial Hypergraph Convolutional Network for Hyperspectral Image Classification
حسب: Qingwang Wang, وآخرون
منشور في: (2025-01-01)

MEA-EFFormer: Multiscale Efficient Attention with Enhanced Feature Transformer for Hyperspectral Image Classification
حسب: Qian Sun, وآخرون
منشور في: (2024-04-01)

SS-TMNet: Spatial–Spectral Transformer Network with Multi-Scale Convolution for Hyperspectral Image Classification
حسب: Xiaohui Huang, وآخرون
منشور في: (2023-02-01)

Dual-Branch Attention Convolution Spectral–Spatial Feature Extraction Networks for Hyperspectral Image Classification
حسب: Genyun Sun, وآخرون
منشور في: (2025-01-01)

LSSMA: Lightweight Spectral–Spatial Neural Architecture With Multiattention Feature Extraction for Hyperspectral Image Classification
حسب: Shujie Ding, وآخرون
منشور في: (2024-01-01)

HyperEAST: An Enhanced Attention-Based Spectral–Spatial Transformer With Self-Supervised Pretraining for Hyperspectral Image Classification
حسب: Jialin Tang, وآخرون
منشور في: (2025-01-01)

Densely Connected Multiscale Attention Network for Hyperspectral Image Classification
حسب: Hongmin Gao, وآخرون
منشور في: (2021-01-01)

S<inline-formula><tex-math notation="LaTeX">$^{2}$</tex-math></inline-formula>DCN: Spectral–Spatial Difference Convolution Network for Hyperspectral Image Classification
حسب: Zitong Zhang, وآخرون
منشور في: (2024-01-01)

Improved Transformer Net for Hyperspectral Image Classification
حسب: Yuhao Qing, وآخرون
منشور في: (2021-06-01)

Adaptive Taylor Kolmogorov–Arnold Network for Hyperspectral Image Classification
حسب: Yichen Liu, وآخرون
منشور في: (2025-01-01)

Adaptive Learnable Spectral–Spatial Fusion Transformer for Hyperspectral Image Classification
حسب: Minhui Wang, وآخرون
منشور في: (2024-05-01)

CMR-CNN: Cross-Mixing Residual Network for Hyperspectral Image Classification
حسب: Zhen Yang, وآخرون
منشور في: (2022-01-01)

A Hyperspectral Image Classification Method Based on Adaptive Spectral Spatial Kernel Combined with Improved Vision Transformer
حسب: Aili Wang, وآخرون
منشور في: (2022-08-01)

GM2FFNet: Grouped Multiscale Multiangle Feature Fusion Network With Center Attention for Hyperspectral Image Classification
حسب: Junding Sun, وآخرون
منشور في: (2025-01-01)