Pattern Recognition

Table of Contents

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   Book Overview
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   Chapter 1 Topology-Based 3D Reconstruction of Mid-Level Primitives in Man-Made Environments
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   Chapter 2 Associative Deep Clustering: Training a Classification Network with No Labels
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   Chapter 3 A Table Tennis Robot System Using an Industrial KUKA Robot Arm
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   Chapter 4 View-Aware Person Re-identification
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   Chapter 5 MC2SLAM: Real-Time Inertial Lidar Odometry Using Two-Scan Motion Compensation
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   Chapter 6 An Analysis by Synthesis Approach for Automatic Vertebral Shape Identification in Clinical QCT
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   Chapter 7 Parcel Tracking by Detection in Large Camera Networks
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   Chapter 8 Segmentation of Head and Neck Organs at Risk Using CNN with Batch Dice Loss
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    Chapter 9 Detection of Mechanical Damages in Sawn Timber Using Convolutional Neural Networks
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    Chapter 10 Compressed-Domain Video Object Tracking Using Markov Random Fields with Graph Cuts Optimization
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    Chapter 11 Metric-Driven Learning of Correspondence Weighting for 2-D/3-D Image Registration
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    Chapter 12 Multi-view X-Ray R-CNN
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    Chapter 13 Ex Paucis Plura: Learning Affordance Segmentation from Very Few Examples
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    Chapter 14 Domain Generalization with Domain-Specific Aggregation Modules
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    Chapter 15 X-GAN: Improving Generative Adversarial Networks with ConveX Combinations
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    Chapter 16 A Randomized Gradient-Free Attack on ReLU Networks
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    Chapter 17 Cross and Learn: Cross-Modal Self-supervision
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    Chapter 18 KS(conf): A Light-Weight Test if a ConvNet Operates Outside of Its Specifications
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    Chapter 19 Sublabel-Accurate Convex Relaxation with Total Generalized Variation Regularization
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    Chapter 20 On the Integration of Optical Flow and Action Recognition
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    Chapter 21 Context-driven Multi-stream LSTM (M-LSTM) for Recognizing Fine-Grained Activity of Drivers
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    Chapter 22 3D Fluid Flow Estimation with Integrated Particle Reconstruction
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    Chapter 23 NRST: Non-rigid Surface Tracking from Monocular Video
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    Chapter 24 Counting the Uncountable: Deep Semantic Density Estimation from Space
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    Chapter 25 Acquire, Augment, Segment and Enjoy: Weakly Supervised Instance Segmentation of Supermarket Products
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    Chapter 26 Vehicle Re-identification in Context
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    Chapter 27 Low-Shot Learning of Plankton Categories
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    Chapter 28 Multimodal Dense Stereo Matching
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    Chapter 29 Deep Distance Transform to Segment Visually Indistinguishable Merged Objects
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    Chapter 30 Multi-class Cell Segmentation Using CNNs with F $$_1$$ -measure Loss Function
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    Chapter 31 Improved Semantic Stixels via Multimodal Sensor Fusion
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    Chapter 32 Convolve, Attend and Spell: An Attention-based Sequence-to-Sequence Model for Handwritten Word Recognition
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    Chapter 33 Illumination Estimation Is Sufficient for Indoor-Outdoor Image Classification
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    Chapter 34 DeepKey: Towards End-to-End Physical Key Replication from a Single Photograph
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    Chapter 35 Deriving Neural Network Architectures Using Precision Learning: Parallel-to-Fan Beam Conversion
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    Chapter 36 Detecting Face Morphing Attacks by Analyzing the Directed Distances of Facial Landmarks Shifts
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    Chapter 37 KloudNet: Deep Learning for Sky Image Analysis and Irradiance Forecasting
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    Chapter 38 Learning Style Compatibility for Furniture
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    Chapter 39 Temporal Interpolation as an Unsupervised Pretraining Task for Optical Flow Estimation
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    Chapter 40 Decoupling Respiratory and Angular Variation in Rotational X-ray Scans Using a Prior Bilinear Model
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    Chapter 41 Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in CNNs
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    Chapter 42 End-to-End Learning of Deterministic Decision Trees
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    Chapter 43 Taming the Cross Entropy Loss
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    Chapter 44 Supervised Deep Kriging for Single-Image Super-Resolution
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    Chapter 45 Information-Theoretic Active Learning for Content-Based Image Retrieval
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    Chapter 46 AFSI: Adaptive Restart for Fast Semi-Iterative Schemes for Convex Optimisation
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    Chapter 47 Invexity Preserving Transformations for Projection Free Optimization with Sparsity Inducing Non-convex Constraints
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    Chapter 48 Unsupervised Label Learning on Manifolds by Spatially Regularized Geometric Assignment