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深度學習
MACHINE LEARNING IN REMOTE SENSING IMAGE ANALYSI 版權信息
- ISBN:9787502494384
- 條形碼:9787502494384 ; 978-7-5024-9438-4
- 裝幀:一般膠版紙
- 冊數:暫無
- 重量:暫無
- 所屬分類:>
MACHINE LEARNING IN REMOTE SENSING IMAGE ANALYSI 內容簡介
本書從自然語言圖像中面臨的圖像增強與修復、自然圖像語義分割算法展開,深入理解自然圖像。接著,進行機器學習算法、深度學習算法的建模實現遙感圖像的語義分割問題。*后,通過算法,實現下游任務。 本書可供從事遙感圖像處理、機器學習研究的技術人員閱讀,也可供大專院校相關專業的師生參考。
MACHINE LEARNING IN REMOTE SENSING IMAGE ANALYSI 目錄
1 Blind Image Deblurring with Joint Extreme Channels and Lo-Regularized Intensity and Gradient Priors
2 Non-Blind Deconvolution with L,-Norm of High-Frequency Fidelity
3 A Novel Framework Method for Non-Blind Deconvolution Using Subspace Images Priors
4 Image Reconstruction with an Edge-Preserving Filtering Prior
5 Compressed Sensing Image with Joint Image-Level and Patch-Level Priors
6 Mixed Noise Removal Based on a Novel Non-Parametric Bayesian Sparse Outlier Model
7 DewaterNet: A Fusion Adversarial Real Underwater Image Enhancement Network
8 Underwater Image Enhancement Using a Multi-Scale Dense Generative Adversarial Network
9 Compressed Sensing Image via a Multi-scale Dilated Residual Convolution Network
10 Attention Guided Global Enhancement and Local Refinement Network for Semantic Segmentation
11 Land Cover Classification Method by SVM and Sentinel-2 Satellite Imagery
12 Optimized Random Forest: A Hyperparameter Tuning Method in Machine Learning Algorithms
13 Dense Semantic Labeling with Atrous Spatial Pyramid Pooling and Decoder for High-Resolution Remote Sensing Imagery
14 HRCNet: High-Resolution Context Extraction Network for Semantic Segmentation of Remote Sensing Images
15 Efficient Transformer for Remote Sensing Image Segmentation
16 Hyper-LGNet: Coupling Local and Global Feature for Hyperspectral Image Classification
17 Hyper-ES2T: Efficient Spatial-Spectral Transformer for the Classification of Hyperspectral Remote Sensing Images
18 CCTNet: Coupling CNN and Transformer Networks for Crop Segmentation of Remote Sensing Images
19 Ir-UNet: Irregular Segmentation U-Shape Network for Wheat Yellow Rust Detection by UAV Multispectral Imagery
20 Efficient DF-UNet: Dual-Flow Architecture for Wheat Yellow Rust Severity Detection by UAV Multispectral Imagery
……
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