Multiple vision architectures-based hybrid network for hyperspectral image classification

F Zhao, J Zhang, Z Meng, H Liu, Z Chang… - Expert Systems with …, 2023 - Elsevier
More recently, vision transformer (ViT) has shown competitive performance with
convolutional neural network (CNN) on computer vision tasks, which provided more …

Few-Shot hyperspectral image classification based on convolutional residuals and SAM Siamese networks

M **a, G Yuan, L Yang, K **a, Y Ren, Z Shi, H Zhou - Electronics, 2023 - mdpi.com
With the development of few-shot learning, significant progress has been achieved in
hyperspectral image classification using related networks, leading to improved classification …

Self-Adaptive Global Feature Fusion Network with Spectral Prompt for Hyperspectral Image Classification

D Chen, W Zhu, C Li, Y Liu, N Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Nowadays, foundation models have demonstrated exceptional performance across
numerous downstream tasks. However, the effective application of these models to …

图卷积神经网络及其在图像识别领域的应用综述.

**文静, 白静, 彭斌, 杨瞻源 - Journal of Computer …, 2023 - search.ebscohost.com
卷积神经网络被广泛应用于图像识别领域并且展现出**大的特征提取能力,
但它只能处理欧氏空间的结构化数据, 无法适用于非结构化数据的处理. 为应对该限制 …

Double-Branch Multi-Level Skip Sparse Graph Attention Network for Hyperspectral Image Classification

Q Wang, L Ma, J Zhang, S Kangand… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Graph neural networks (GNNs) offer a potent framework for learning and representing data
with graph structures. In the context of hyperspectral images (HSIs) classification tasks …

Fast spectral clustering with local cosine similarity graphs for hyperspectral images

Z Lin, Y Jiang, C Wu - Journal of Applied Remote Sensing, 2024 - spiedigitallibrary.org
Due to the complexity of hyperspectral data and the scarcity of labeled samples,
unsupervised clustering segmentation has become a hot spot of interest in remote sensing …

Global Feature and Semantic Information Extraction Network Based on Frozen SAM Encoder for Hyperspectral Image Classification

W Zhu, D Chen, Y Quan, L Guo… - IGARSS 2024-2024 …, 2024 - ieeexplore.ieee.org
Nowadays, various types of foundational models have emerged, showcasing remarkable
performance across a multitude of downstream tasks. However, in the domain of …