LEADER 01925nam 2200421 i 4500001 99125540998606421 005 20221204094945.0 006 m o d | 007 cr cnu|||||||| 008 221204s2022 si ob 001 0 eng d 020 981-19-0475-8 035 (MiAaPQ)EBC6986722 035 (Au-PeEL)EBL6986722 035 (CKB)22372172800041 035 (PPN)267814453 035 (OCoLC)1319084015 035 (EXLCZ)9922372172800041 040 MiAaPQ |beng |erda |epn |cMiAaPQ |dMiAaPQ 050 4 Q342 |b.I566 2022 082 0 006.3 |223 245 00 Innovations in computational intelligence and computer vision : |bproceedings of ICICV 2021 / |cSatyabrata Roy [and four others], editors. 264 1 Singapore : |bSpringer Nature Singapore Pte Ltd., |c[2022] 264 4 |c©2022 300 1 online resource (611 pages) 336 text |btxt |2rdacontent 337 computer |bc |2rdamedia 338 online resource |bcr |2rdacarrier 490 1 Advances in intelligent systems and computing ; |vVolume 1424 505 0 Intro -- ICICV 2021 Committees -- Preface -- Contents -- About the Editors -- An Efficient Self-embedding Fragile Watermarking Scheme Based on Neighborhood Relationship -- 1 Introduction -- 2 Literature Review -- 3 Proposed Scheme -- 4 Experimental Result and Analysis -- 5 Conclusion -- References -- GeoCloud4EduNet: Geospatial Cloud Computing Model for Visualization and Analysis of Educational Information Network -- 1 Introduction -- 2 Related Works -- 2.1 Cloud Computing -- 2.2 Geospatial Big Data -- 2.3 Educational Information Network -- 3 Proposed Work -- 4 Result and Discussion -- 4.1 Dataset Preparation -- 4.2 Data Visualization -- 4.3 Analysis of Test Case -- 5 Conclusion -- References -- Political Polarity Classification Using NLP -- 1 Introduction and Problem Understanding -- 2 Previous Works -- 3 Proposed Algorithm -- 4 Experimental Setup -- 5 Results and Discussion -- 5.1 Bag-Of-Words -- 5.2 Bigrams -- 5.3 Word2Vec -- 5.4 Word2Vec + BOW -- 5.5 Word2Vec + Bigrams -- 5.6 BOW + Bigrams -- 5.7 Mixed Features (BOW + W2V + BIG) -- 6 Conclusion -- References -- Robust Segmentation of Nodules in Ultrasound-B Thyroid Images Through Deep Model-Based Features -- 1 Introduction -- 2 Related Works -- 3 Data -- 3.1 Dataset Description -- 3.2 Ground Truth Mask Generation -- 4 Proposed Methodology -- 4.1 Model Architecture -- 4.2 Experimental Setup -- 5 Training and Results -- 5.1 Verification -- 5.2 Additional Features -- 6 Conclusion -- References -- Image Compression Using Histogram Equalization -- 1 Introduction -- 2 Related Research Work -- 3 Proposed Model -- 3.1 Histogram Equalization (HE) -- 3.2 Discrete Wavelet Transform (DWT) -- 3.3 Quantization -- 3.4 Huffman Encoding (HC) -- 3.5 Models Description -- 4 Experimental Result Analysis -- 4.1 Performance Parameters -- 5 Conclusion -- References. 505 8 Violence Detection in Video Footages Using I3D ConvNet -- 1 Introduction -- 2 Related Work -- 3 Architecture -- 4 Implementation -- 4.1 Data Pre-processing -- 4.2 Training the I3D Model -- 4.3 Testing the I3D Model -- 5 Results and Discussion -- 6 Conclusion -- References -- Performance Analysis of Gradient Descent and Backpropagation Algorithms in Classifying Areas under Community Quarantine in the Philippines -- 1 Introduction -- 2 Related Literature and Studies -- 3 Methods and Procedure -- 3.1 Multilayer Perceptron -- 4 Results and Discussion -- 5 Conclusions -- References -- Least Mean Square Algorithm for Identifying High-risk Areas Vulnerable to Man-Made Disasters: A Philippine Perspective -- 1 Introduction -- 2 Related Literature and Studies -- 3 Experiment and Methodologies -- 4 Results and Discussion -- 5 Conclusions -- References -- Finding Numbers of Occurrences and Duration of a Particular Face in Video Stream -- 1 Introduction -- 2 Literature Survey -- 3 Convolutional Neural Networks (CNN) -- 4 Proposed System -- 4.1 Training Phase -- 4.2 Testing Phase -- 4.3 Count and Duration Phase -- 5 Results and Discussion -- 5.1 Testing -- 5.2 Confusion Matrix (CM) -- 5.3 Report Metric Analysis -- 6 Conclusion and Future Enhancement -- References -- Dynamic Tuning of Fuzzy Membership Function for an Application of Soil Nutrient Recommendation -- 1 Introduction -- 2 Related Works -- 3 Proposed Method -- 3.1 Fuzzy System for Soil Nutrient Recommendation System -- 3.2 Fuzzy PSO Technique and Model Formation -- 4 Results and Discussion -- 5 Conclusion -- References -- Representative-Based Cluster Undersampling Technique for Imbalanced Credit Scoring Datasets -- 1 Introduction -- 2 Literature Review -- 3 Proposed Model -- 3.1 K-means Clustering -- 3.2 Compute the Representativeness of Majority Class Instances. 505 8 3.3 Selecting the Expected Number of Representative Majority Class Instances -- 4 Experimental Setup -- 4.1 Credit Scoring Dataset -- 4.2 Performance Metrics -- 4.3 Parameter Settings -- 5 Results Analysis -- 6 Conclusion and Future Work -- References -- Automatic Road Network Extraction from High-Resolution Images using Fast Fuzzy C-Means -- 1 Introduction -- 2 Methodology -- 2.1 Image Preprocessing using the Median Filter -- 2.2 Road Network Segmentation using FFCM -- 2.3 Shape Feature Analysis -- 3 Experimental Results and Analysis -- 4 Conclusion -- References -- Analysis of Approaches for Irony Detection in Tweets for Online Products -- 1 Introduction -- 2 Related Works -- 3 Proposed Methodology -- 3.1 Data Sanitization -- 3.2 Lexicon-Based Feature Selection -- 3.3 Deep Learning Classification Model Construction -- 3.4 Classification and Prediction -- 3.5 Performance Analysis -- 3.6 Comparison of Results with Basic Models -- 4 Experimental Analysis -- 5 Conclusion -- References -- An Efficient Gabor Scale Average (GSA) based PCA to LDA Feature Extraction of Face and Gait Cues for Multimodal Classifier -- 1 Introduction -- 2 Materials and Method -- 2.1 Gabor Wavelets -- 2.2 Gabor Scale Average (GSA) Feature Vectors -- 2.3 Principal Component Analysis (PCA) -- 2.4 Linear Discriminant Analysis (LDA) -- 2.5 GSA Based PCA to LDA Feature Extraction of Face and Gait Cues for Multimodal Classifier -- 3 Results and Discussion -- 4 Conclusion -- References -- Stroke-Based Handwritten Gujarati Font Synthesis in Personal Handwriting Style via Shape Simulation Approach -- 1 Introduction -- 2 Related Work -- 3 Proposed Work -- 3.1 Learning Phase -- 3.2 Generation Phase -- 4 Font Generation -- 5 Conclusion -- References -- Kids View-A Parents Companion -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 4 Methodology -- 4.1 Activity Recognition. 505 8 4.2 Emotion Recognition -- 4.3 Child Abuse Detection -- 5 Result and Analysis -- 5.1 Activity Recognition -- 5.2 Child Abuse Detection -- 5.3 Emotion Recognition -- 6 Conclusion and Future Work -- References -- Computational Operations and Hardware Resource Estimation in a Convolutional Neural Network Architecture -- 1 Introduction -- 2 Background and Related Work -- 3 Experimental Studies -- 3.1 Design an Optimized CNN Model with a Good Accuracy -- 3.2 Computation of Number of Operations in CNN Layers -- 3.3 Suitable Hardware Implementation Process -- 4 Results and Discussion -- 5 Conclusion and Future Work -- References -- Load Balancing in Multiprocessor Systems Using Modified Real-Coded Genetic Algorithm -- 1 Introduction -- 2 Proposed Algorithm for Load Balancing and Minimizing Makespan -- 3 Implementation of the Proposed Algorithm -- 4 Analysis of the Results -- 5 Conclusions and Future Scope -- References -- Robust Image Tampering Detection Technique Using K-Nearest Neighbors (KNN) Classifier -- 1 Introduction -- 2 Existing Image Tampering Detection Schemes -- 3 Proposed Image Tampering Detection Scheme -- 3.1 Preprocessing -- 3.2 Block Tiling -- 3.3 Feature Acquisition and Dimensionality Reduction -- 3.4 Formation of Feature Descriptor Matrix -- 3.5 Image Tampering Prediction Using KNN Classifier -- 4 Experimental Setup and Result Analysis -- 5 Conclusion -- References -- LIARx: A Partial Fact Fake News Data Set with Label Distribution Approach for Fake News Detection -- 1 Introduction -- 2 Related Work -- 3 LIARx Data Set -- 3.1 Extending LIAR Data Set -- 3.2 Preprocessing -- 3.3 Creating Partial Fact Data Set -- 3.4 Label Distribution -- 4 Implementation -- 4.1 Label Distribution Learning -- 4.2 Pre-trained Embeddings -- 4.3 Architecture -- 5 Evaluation -- 6 Conclusion and Future Work -- References. 505 8 A Block-Based Data Hiding Technique Using Convolutional Neural Network -- 1 Introduction -- 2 Proposed Method -- 3 Experimental Results -- 4 Conclusions -- References -- Energy-Efficient Adaptive Sensing Technique for Smart Healthcare in Connected Healthcare Systems -- 1 Introduction -- 2 Related Literature -- 3 Proposed Work -- 3.1 Early Warning Score -- 3.2 Emergency Detection of the Patient -- 3.3 Adapting Sensing Frequency -- 4 Results and Discussions -- 4.1 Adaptation of Sensing Rate Versus Data Reduction -- 4.2 Energy Consumption -- 4.3 Data Integrity -- 5 Conclusion and Future Work -- References -- Transfer Learning Approach for Analyzing Attentiveness of Students in an Online Classroom Environment with Emotion Detection -- 1 Introduction -- 2 Literature Review -- 3 Dataset -- 4 Method and Implementation -- 5 Result and Discussion -- 6 Conclusion -- References -- Prediction of COVID-19 Cases and Attribution to Various Factors Across Different Geographical Regions -- 1 Introduction -- 2 Methods -- 2.1 SHIRD Model -- 2.2 Factor Attribution -- 3 Results -- 4 Discussion -- 5 Conclusion -- References -- Emotion Enhanced Domain Adaptation for Propaganda Detection in Indian Social Media -- 1 Introduction -- 2 Literature Survey -- 2.1 Content-Based Propaganda Detection -- 2.2 Emotion in Propaganda -- 2.3 Domain Adaptation -- 3 Data Set -- 3.1 Background -- 3.2 Source Data Set -- 3.3 Target Data Set -- 4 Methodology -- 4.1 Data Preparation -- 4.2 Model -- 5 Results -- 6 Conclusion and Future Work -- References -- Target Identification and Detection on SAR Imagery Using Deep Convolution Network -- 1 Introduction -- 2 Literature Survey -- 3 Real-Time Target Detection for SAR Imagery -- 3.1 Dataset -- 3.2 Dataset Annotation -- 3.3 Anchors Selection -- 3.4 One-Stage Detector -- 4 Experimental Results. 505 8 4.1 Performance Analysis of the Deep Convolution Model. 588 Description based on print version record. 504 Includes bibliographical references and index. 650 0 Computer vision. 650 0 Computational intelligence. 650 0 Signal processing. 776 08 |iPrint version:Roy, Satyabrata |tInnovations in Computational Intelligence and Computer Vision |dSingapore : Springer,c2022 |z9789811904745 830 0 Advances in intelligent systems and computing ; |vVolume 1424. 906 BOOK