Paper-Learning

High resolution remote sensing imagery

• Deep Learning Earth Observation Classification Using ImageNet Pretrained Networks
• AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification
• A Survey on Transfer Learning
• How transferable are features in deep neural networks?
• Transfer learning using convolutional neural networks for object classification within X-ray baggage security imagery
• DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition
• Land Use and Land Cover Classification Using Deep Learning Techniques
• Rethinking the Inception Architecture for Computer Vision
• Very deep convolutional networks for large-scale image recognition
• Deep Learning for Remote Sensing Data
•  基于卷积神经网络的图像语义分割
• 基于深度卷积神经网络的遥感影像车辆检测
• 基于改进全卷积神经网络的航拍图像语义分类方法
• 联合显著性和多层卷积神经网络的高分影像场景分类

Hyperspectral remote sensing imagery

• Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network
• Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks
• Deep Learning for Remote Sensing Data
• BASS Net: Band-Adaptive Spectral-Spatial Feature Learning Neural Network for Hyperspectral Image Classification
• Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach
• Deep Residual Networks for Hyperspectral Image Classification
• Spectral–Spatial Residual Network for Hyperspectral Image Classification: A 3-D Deep Learning Framework
• Empirical Evaluation of Rectified Activations in Convolution Network
• DualNet Learn Complementary Features for Image Recognition
• 3D Convolutional Neural Networks For Human Action Recognition
• Spectral-Spatial Classification of Hyperspectral Image Using Autoencoders
• Spectral-Spatial Classification of Hyperspectral Imagery with 3D convolution neural network
• Hyperspectral Remote Sensing Data Analysis and Future Challenges
• Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks
• DeepRoadMapper Extracting Road Topology from Aerial Image
• Dynamic Routing Between Capsules
• Densely Connected Convolutional Network
• 3D Densely Connected Convolutional Network for the Recognition of Human Shopping Actions
• Deep learning for semantic segmentation of remote sensing images with rich spectral content
• Sparsely Connected Convolutional Networks
• Residual Dense Network for Image Super-Resolution
• Squeeze-and-Excitation Network
• Spatial Transformer Networks
• Deformable Convolutional Network
• Hyperspectral Image Classification with Deep Feature Fusion Network
• Recent Advances on Spectral-Spatial Hyperspectral Image Classification: An Overview and New Guidelines
• Diracnets Training very deep neural networks without skip-connections
•  从摄影测量到计算机视觉
• 高光谱遥感数据光谱特征的提取与应用
• 高光谱遥感图像空谱联合分类方法研究
• 基于深度神经网络的高光谱影响分类方法研究
• 一种利用空间和光谱信息的高光谱遥感多分类器动态集成算法
• 高光谱遥感影像分类研究进展
• 基于卷积神经网的高光谱数据特征提取及分类技术研究
• 基于深度卷积神经网络的遥感图像处理
• 基于卷积神经网络的高光谱数据分类方法研究
• U-Net Convolutional Networks for Biomedical Image Segmentation
• Mask R-CNN

NER-LOCATION

• Bidirectional LSTM-CRF Models for Sequence Tagging
• Neural Architectures for Named Entity Recognition
• Character-Based LSTM-CRF with Radical-Level Features for Chinese Named Entity Recognition  

Books

• 解析卷积神经网络 - 深度学习实践手册
• Tensorflow实战Google深度学习框架
• Tensorflow实战
•  深度学习