000 | 02219nam a2200229 4500 | ||
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005 | 20220722123604.0 | ||
008 | 220722b |||||||| |||| 00| 0 eng d | ||
020 | _a9783030909024 | ||
082 |
_a006.37 _bVEL |
||
100 | _aVelasco-Montero, Delia; | ||
245 |
_aVisual inference for IOT systems : _ba practical approach _cDelia Velasco-Montero; Jorge Fernández-Berni; Angel Rodríguez-Vázquez |
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260 |
_aCham, Switzerland : _bSpringer, _c2022. |
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300 |
_a159 pages : _bill.; _c24 cm. |
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505 |
_tIntroduction --
_tEmbedded Vision for the Internet of the Things: State-of-the-Art -- _tHardware, Software, and Network Models for Deep-Learning Vision: A Survey -- _tOptimal Selection of Software and Models for Visual Interference -- _tRelevant Hardware Metrics for Performance Evaluation -- _tPrediction of Visual Interference Performance -- _tA Case Study: Remote Animal Recognition. |
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520 | _a This book presents a systematic approach to the implementation of Internet of Things (IoT) devices achieving visual inference through deep neural networks. Practical aspects are covered, with a focus on providing guidelines to optimally select hardware and software components as well as network architectures according to prescribed application requirements. The monograph includes a remarkable set of experimental results and functional procedures supporting the theoretical concepts and methodologies introduced. A case study on animal recognition based on smart camera traps is also presented and thoroughly analyzed. In this case study, different system alternatives are explored and a particular realization is completely developed. Illustrations, numerous plots from simulations and experiments, and supporting information in the form of charts and tables make Visual Inference and IoT Systems: A Practical Approach a clear and detailed guide to the topic. It will be of interest to researchers, industrial practitioners, and graduate students in the fields of computer vision and IoT. | ||
650 | _aArtificial intelligence | ||
650 | _aComputer vision | ||
650 | _aInternet of things | ||
700 | _aFernández-Berni, Jorge; | ||
700 | _aRodríguez-Vázquez, Angel | ||
942 |
_2ddc _cBK |
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999 |
_c1712 _d1712 |