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ORCID16th ICIAR 2019: Waterloo, ON, Canada
- Fakhri Karray, Aurélio Campilho, Alfred C. H. Yu:
Image Analysis and Recognition - 16th International Conference, ICIAR 2019, Waterloo, ON, Canada, August 27-29, 2019, Proceedings, Part II. Lecture Notes in Computer Science 11663, Springer 2019, ISBN 978-3-030-27271-5
Deep Learning on the Edge
- Mouloud Belbahri, Eyyüb Sari, Sajad Darabi, Vahid Partovi Nia
:
Foothill: A Quasiconvex Regularization for Edge Computing of Deep Neural Networks. 3-14 - Alexander Wong:
NetScore: Towards Universal Metrics for Large-Scale Performance Analysis of Deep Neural Networks for Practical On-Device Edge Usage. 15-26 - Mohammadreza Baharani, Shrey Mohan, Hamed Tabkhi:
Real-Time Person Re-identification at the Edge: A Mixed Precision Approach. 27-39 - Nelson Forte de Souza Junior, Leandro Augusto da Silva, Maurício Marengoni:
Product Recommendation Through Real-Time Object Recognition on Image Classifiers. 40-51 - Xu Han, Haoran Yu, Haisong Gu:
Visual Inspection with Federated Learning. 52-64
Recognition
- Dhruva Patil, Bruce A. Draper, J. Ross Beveridge:
Looking Under the Hood: Visualizing What LSTMs Learn. 67-80 - Lei Gao, Ling Guan:
Information Fusion via Multimodal Hashing with Discriminant Canonical Correlation Maximization. 81-93 - Kamal Maanicshah, Samr Ali, Wentao Fan, Nizar Bouguila:
Unsupervised Variational Learning of Finite Generalized Inverted Dirichlet Mixture Models with Feature Selection and Component Splitting. 94-105 - Mahmoud Khaled Abd-Ellah, Ashraf A. M. Khalaf, Ali Ismail Awad, Hesham F. A. Hamed:
TPUAR-Net: Two Parallel U-Net with Asymmetric Residual-Based Deep Convolutional Neural Network for Brain Tumor Segmentation. 106-116 - Hieu Nguyen, Kamal Maanicshah, Muhammad Azam, Nizar Bouguila:
Data Clustering Using Variational Learning of Finite Scaled Dirichlet Mixture Models with Component Splitting. 117-128 - Fahim Hasan Khan, Akila de Silva, Jayanth Yetukuri, Narges Norouzi:
Sequential Image Synthesis for Human Activity Video Generation. 129-133 - Ramzi Abdelmoula, Alaa M. Khamis, Fakhri Karray:
A Deep Learning-Based Noise-Resilient Keyword Spotting Engine for Embedded Platforms. 134-146 - Alison K. Cheeseman, Hamid R. Tizhoosh, Edward R. Vrscay:
A Compact Representation of Histopathology Images Using Digital Stain Separation and Frequency-Based Encoded Local Projections. 147-158 - Sudipta Roy, Kooresh Isaac Shoghi:
Computer-Aided Tumor Segmentation from T2-Weighted MR Images of Patient-Derived Tumor Xenografts. 159-171
Applications
- Alessandro Masullo, Tilo Burghardt, Toby Perrett, Dima Damen, Majid Mirmehdi:
Sit-to-Stand Analysis in the Wild Using Silhouettes for Longitudinal Health Monitoring. 175-185 - Caner Ozer, Filiz Gurkan, Bilge Günsel:
Target Aware Visual Object Tracking. 186-198 - Chaojie Ou, Qiang Zhao, Fakhri Karray, Alaa El Khatib:
Design of an End-to-End Dual Mode Driver Distraction Detection System. 199-207 - Pratik Kulkarni, Shrey Mohan, Samuel Rogers, Hamed Tabkhi:
Key-Track: A Lightweight Scalable LSTM-based Pedestrian Tracker for Surveillance Systems. 208-219 - Kanav Vats, Helmut Neher, Alexander Wong, David A. Clausi, John S. Zelek:
KPTransfer: Improved Performance and Faster Convergence from Keypoint Subset-Wise Domain Transfer in Human Pose Estimation. 220-231 - Adekanmi Adegun, Serestina Viriri:
Deep Learning Model for Skin Lesion Segmentation: Fully Convolutional Network. 232-242 - Marwa Ahmed, Serestina Viriri:
Deep Learning Using Bayesian Optimization for Facial Age Estimation. 243-254 - Elham Vahdati, Ching Y. Suen:
Female Facial Beauty Analysis Using Transfer Learning and Stacking Ensemble Model. 255-268 - Jason L. Deglint, Chao Jin, Alexander Wong:
Investigating the Automatic Classification of Algae Using the Spectral and Morphological Characteristics via Deep Residual Learning. 269-280
Medical Imaging and Analysis Using Deep Learning and Machine Intelligence
- Ameneh Boroomand, Bingyao Tan, Mohammad Javad Shafiee, Kostadinka K. Bizheva, Alexander Wong:
A Random Field Computational Adaptive Optics Framework for Optical Coherence Microscopy. 283-294 - Catarina B. Carvalho, Sónia Marques, Carla Peixoto, Duarte Pignatelli, Jorge Beires, Jorge Silva, Aurélio Campilho:
Deep Learning Approaches for Gynaecological Ultrasound Image Segmentation: A Radio-Frequency vs B-mode Comparison. 295-306 - Helmut Neher, John Arlette, Alexander Wong:
Discovery Radiomics for Detection of Severely Atypical Melanocytic Lesions (SAML) from Skin Imaging via Deep Residual Group Convolutional Radiomic Sequencer. 307-315 - Yan Yu, Yiyang Wang, Jacob Furst, Daniela Raicu:
Identifying Diagnostically Complex Cases Through Ensemble Learning. 316-324 - Antonio Sze-To, Zihe Wang:
tCheXNet: Detecting Pneumothorax on Chest X-Ray Images Using Deep Transfer Learning. 325-332 - Qiqi Xiao, Jiaxu Zou, Muqiao Yang, Alex Gaudio, Kris Kitani, Asim Smailagic, Pedro Costa, Min Xu:
Improving Lesion Segmentation for Diabetic Retinopathy Using Adversarial Learning. 333-344 - Vahid Khanagha, Sanaz Aliari Kardehdeh:
Context Aware Lung Cancer Annotation in Whole Slide Images Using Fully Convolutional Neural Networks. 345-352 - Gabriel Garcez Barros Sousa, Vandécia Rejane Monteiro Fernandes, Anselmo Cardoso de Paiva:
Optimized Deep Learning Architecture for the Diagnosis of Pneumonia Through Chest X-Rays. 353-361 - Asim Smailagic, Anupma Sharan, Pedro Costa, Adrian Galdran, Alex Gaudio, Aurélio Campilho:
Learned Pre-processing for Automatic Diabetic Retinopathy Detection on Eye Fundus Images. 362-368 - Rene Bidart, Alexander Wong:
TriResNet: A Deep Triple-Stream Residual Network for Histopathology Grading. 369-382 - Jingxiong Li, Yaqi Wang, Qianni Zhang:
BEM-RCNN Segmentation Based on the Inadequately Labeled Moving Mesenchymal Stem Cells. 383-391
Image Analysis and Recognition for Automotive Industry
- R. Wes Baldwin, Mohammed Almatrafi, Jason R. Kaufman, Vijayan K. Asari, Keigo Hirakawa:
Inceptive Event Time-Surfaces for Object Classification Using Neuromorphic Cameras. 395-403 - Hassene Ben Amara, Fakhri Karray:
An End-to-End Deep Learning Based Gesture Recognizer for Vehicle Self Parking System. 404-416 - Rafael E. Rivadeneira, Patricia L. Suárez, Angel Domingo Sappa, Boris Xavier Vintimilla:
Thermal Image SuperResolution Through Deep Convolutional Neural Network. 417-426
Adaptive Methods for Ultrasound Beamforming and Motion Estimation
- Ibrahim Ben Daya, John T. W. Yeow, Alexander Wong:
Compensated Row-Column Ultrasound Imaging Systems with Data-Driven Point Spread Function Learning. 429-441 - Di Xiao, Billy Y. S. Yiu, Adrian J. Y. Chee, Alfred C. H. Yu:
Channel Count Reduction for Plane Wave Ultrasound Through Convolutional Neural Network Interpolation. 442-451 - Hassan Nahas, Takuro Ishii, Adrian Chee, Billy Y. S. Yiu, Alfred C. H. Yu:
Segmentation of Aliasing Artefacts in Ultrasound Color Flow Imaging Using Convolutional Neural Networks. 452-461 - Abdelrahman Zayed, Hassan Rivaz:
Automatic Frame Selection Using MLP Neural Network in Ultrasound Elastography. 462-472 - Saad Ahmed Waraich, Adrian Chee, Di Xiao, Billy Y. S. Yiu, Alfred C. H. Yu:
Auto SVD Clutter Filtering for US Doppler Imaging Using 3D Clustering Algorithm. 473-483
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