Intelligent systems and applications : Proceedings of the 2020 Intelligent Systems Conference (IntelliSys).: Proceedings of the 2020 Intelligent Systems Conference (IntelliSys). Volume 2 (2020)

• Record Type: Book
• Other Titles: IntelliSys
• Further Information: Note: Edited by Kohei Arai, Supriya Kapoor, Rahul Bhatia.
• Other Names: Arai, Kohei; Kapoor, Supriya; Bhatia, Rahul; Intelligent Systems Conference
• Contents: Intro -- Editor's Preface -- Contents -- CapsNet vs CNN: Analysis of the Effects of Varying Feature Spatial Arrangement -- 1 Introduction -- 2 Related Works -- 3 Methodology -- 3.1 Dataset Generation -- 3.2 Convolutional Neural Network (CNN) -- 3.3 Capsule Network with Dynamic Routing (CapsNet) -- 4 Experimental Results and Discussion -- 5 Conclusions and Future Work -- References -- Improved 2D Human Pose Tracking Using Optical Flow Analysis -- 1 Introduction -- 2 Related Work -- 3 Definitions -- 4 Method -- 5 Results -- 6 Discussion and Conclusions -- References Transferability of Fast Gradient Sign Method -- 1 Introduction -- 2 Related Work -- 2.1 Adversarial Robustness Toolbox (ART) -- 2.2 Cleverhans -- 3 Concepts -- 3.1 Dataset -- 3.2 Image Quality Metrics -- 3.3 Frameworks -- 3.4 Image Classification Models -- 3.5 Fast Gradient Sign Method -- 4 Measurements -- 4.1 Transferability of Adversarial Examples -- 4.2 Quality Degradation -- 5 Future Work -- 6 Conclusion -- References -- Design of an Automatic System to Determine the Degree of Progression of Diabetic Retinopathy -- 1 Introduction -- 2 Digital Image Processing -- 2.1 DIARETDB Database 2.2 Blood Vessels -- 2.3 Optical Disk and Fovea -- 2.4 Microaneurysms and Hemorrhages -- 2.5 Exudates -- 3 Classifier Design -- 3.1 Support Vector Machine (SVM) -- 3.2 Artificial Neural Network (ANN) -- 3.3 Results -- 4 Conclusion -- References -- Adaptive Attention Mechanism Based Semantic Compositional Network for Video Captioning -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Encoding -- 3.2 Decoding -- 3.3 MLP -- 4 Experiment -- 4.1 Dataset -- 4.2 Preprocessing -- 4.3 Results -- 5 Conclusion -- References Estimated Influence of Online Management Tools on Team Management Based on the Research with the Use of the System of Organizational Terms -- 1 Introduction -- 2 Related Work on Human-Computer Interaction Research -- 3 The Theoretical Foundations of the System of Organizational Terms -- 4 Results of Research -- 5 Conclusions -- References -- Liveness Detection via Facial Expressions Queue -- 1 Introduction -- 2 Related Works -- 3 Liveness Detection System -- 4 Methods and Results -- 5 Conclusion -- References -- Java Based Application Development for Facial Identification Using OpenCV Library 1 Introduction -- 2 Using an Unmanned Aircraft for the Study -- 3 Development of the Application for Facial Identification -- 4 Conclusion -- References -- Challenges in Face Recognition Using Machine Learning Algorithms: Case of Makeup and Occlusions -- 1 Introduction -- 2 Artificial Neural Network Algorithms -- 2.1 Activation Functions -- 2.2 Learning Algorithms and Back-Propagation -- 2.3 Cost Functions -- 2.4 Convolutional Neural Networks -- 3 Engineered Features Algorithms -- 3.1 Bag of Features -- 3.2 Speeded-Up Robust Feature Detector and Descriptor -- 4 Data Set -- 5 Experiments
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Copyright Date: 2021
• Extent: 1 online resource (783 pages)
• Subjects: 006.3/1; Machine learning -- Congresses; Machine learning; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783030551872
• Related ISBNs: 9783030551865
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