Tabla de Contenidos: “…2.5.1 Land Cover Classification -- 2.5.2 Vegetation Monitoring -- 2.5.3 Urban Land-Use Classification -- 2.5.4 HSI Remote Sensing -- 2.6 Challenges for Deep Learning Methods for RS Image Processing -- 2.6.1 High Spatial and Spectral Variability -- 2.6.2 Limited Annotated Data -- 2.6.3 Class Imbalance -- 2.6.4 Intra-Class Variability -- 2.6.5 Spectral Mixing and Shadow Effects -- 2.6.6 Sensor Noise and Atmospheric Interference -- 2.6.7 Computational Complexity -- 2.6.8 Adaptability and Generalization -- 2.7 Limitations -- 2.7.1 Dependence on Image Quality -- 2.7.2 Temporal Variability -- 2.7.3 Generalization and Transferability -- 2.7.4 Scalability -- 2.7.5 Interpretability -- 2.7.6 Labeling Challenges -- 2.7.7 Privacy Concerns -- 2.7.8 Legal and Policy Constraints -- 2.8 Conclusion -- 2.8.1 Future Work -- Funding -- References -- Chapter 3 Deep Learning Framework for Face Detection and Recognition for Dark Faces Using VGG19 with Variant of Histogram Equalization -- 3.1 Introduction -- 3.2 Literature Review -- 3.3 Material and Techniques -- 3.3.1 Convolutional Neural Network -- 3.3.2 Histogram Equalization -- 3.3.3 Data Set -- 3.3.4 Proposed Framework -- 3.4 Experiment and Results -- 3.4.1 Evaluation Parameter -- 3.4.2 Experimental Setup -- 3.4.3 Results and Analysis -- 3.5 Conclusion -- References -- Chapter 4 A 3D Method for Combining Geometric Verification and Volume Reconstruction in a Photo Tourism System -- 4.1 Introduction -- 4.2 Literature Review -- 4.3 Method -- 4.3.1 Processing -- 4.3.2 Feature Extraction -- 4.3.3 Feature Matching -- 4.3.4 Geometric Verification -- 4.3.5 Volumetric Reconstruction -- 4.3.6 Triangulation -- 4.3.7 Bundle Adjustment -- 4.4 Experiments -- 4.4.1 Data Set Description -- 4.5 Results and Analysis -- 4.6 Conclusion -- Acknowledgments -- References…”

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