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· 분류 : 외국도서 > 컴퓨터 > 컴퓨터 비전/패턴 인식
· ISBN : 9783319871288
· 쪽수 : 312쪽
· 출판일 : 2018-05-12
목차
Part I: Deep Learning for Face Biometrics The Functional Neuroanatomy of Face Processing: Insights from Neuroimaging and Implications for Deep Learning Kalanit Grill-Spector, Kendrick Kay and Kevin S. Weiner Real-Time Face Identification via Multi-Convolutional Neural Network and Boosted Hashing Forest Yuri Vizilter, Vladimir Gorbatsevich, Andrey Vorotnikov and Nikita Kostromov CMS-RCNN: Contextual Multi-Scale Region-Based CNN for Unconstrained Face Detection Chenchen Zhu, Yutong Zheng, Khoa Luu and Marios Savvides Part II: Deep Learning for Fingerprint, Fingervein and Iris Recognition Latent Fingerprint Image Segmentation Using Deep Neural Networks Jude Ezeobiejesi and Bir Bhanu Finger Vein Identification Using Convolutional Neural Network and Supervised Discrete Hashing Cihui Xie and Ajay Kumar Iris Segmentation Using Fully Convolutional Encoder-Decoder Networks Ehsaneddin Jalilian and Andreas Uhl Part III: Deep Learning for Soft Biometrics Two-Stream CNNs for Gesture-Based Verification and Identification: Learning User Style Jonathan Wu, Jiawei Chen, Prakash Ishwar and Janusz Konrad DeepGender2: A Generative Approach Toward Occlusion and Low Resolution Robust Facial Gender Classification via Progressively Trained Attention Shift Convolutional Neural Networks (PTAS-CNN) and Deep Convolutional Generative Adversarial Networks (DCGAN) Felix Juefei-Xu, Eshan Verma and Marios Savvides Gender Classification from NIR Iris Images Using Deep Learning Juan Tapia and Carlos Aravena Deep Learning for Tattoo Recognition Xing Di and Vishal M. Patel Part IV: Deep Learning for Biometric Security and Protection Learning Representations for Cryptographic Hash Based Face Template Protection Rohit Kumar Pandey, Yingbo Zhou, Bhargava Urala Kota and Venu Govindaraju Deep Triplet Embedding Representations for Liveness Detection Federico Pala and Bir Bhanu