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Record Nr. |
UNINA9910497102003321 |
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Autore |
Raj Jennifer S |
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Titolo |
Intelligent Sustainable Systems : Proceedings of ICISS 2021 |
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Pubbl/distr/stampa |
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Singapore : , : Springer Singapore Pte. Limited, , 2021 |
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©2022 |
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ISBN |
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Descrizione fisica |
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1 online resource (844 pages) |
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Collana |
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Lecture Notes in Networks and Systems Ser. ; ; v.213 |
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Altri autori (Persone) |
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PalanisamyRam |
PerikosIsidoros |
ShiYong |
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Soggetti |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di contenuto |
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Intro -- Foreword -- Preface -- Acknowledgments -- Contents -- Editors and Contributors -- Deep Learning-Based Approach for Parkinson's Disease Detection Using Region of Interest -- 1 Introduction -- 1.1 Subject-Level Classification -- 1.2 Region of Interest -- 1.3 Model Generalizability -- 1.4 Data Leakage -- 2 Literature Survey -- 3 Dataset Description -- 4 Methodology -- 4.1 Data Preprocessing -- 4.2 Architecture -- 4.3 Evaluation Metrics -- 5 Experiments and Results -- 5.1 Subject-Level Classification -- 5.2 Region of Interest -- 5.3 Model Generalizability -- 5.4 Effect of Data Leakage -- 6 Conclusion -- References -- Classification of Class-Imbalanced Diabetic Retinopathy Images Using the Synthetic Data Creation by Generative Models -- 1 Introduction -- 2 Methodology -- 2.1 Dataset Description -- 2.2 Retinal Synthetic Image Generation -- 2.3 CNN Classifier -- 3 Experimental Results and Discussions -- 4 Conclusion -- References -- A Novel Leaf Fragment Dataset and ResNet for Small-Scale Image Analysis -- 1 Introduction -- 2 Dataset Preparation -- 2.1 Data Collection -- 2.2 Image Pre-processing -- 2.3 Post-processing -- 2.4 Filename-Format -- 3 Residual Neural Network for Cotyledon-Type Identification and Plant Species Classification -- 3.1 Dataset Formulation and Feature Description -- 3.2 Residual Block -- 3.3 Methodology -- 4 Results -- 4.1 Cotyledon- |
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