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Artificial Neural Networks and Machine Learning – ICANN 2022

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Cover of 'Artificial Neural Networks and Machine Learning – ICANN 2022'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Adaptive Channel Encoding Transformer for Point Cloud Analysis
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    Chapter 2 ARB U-Net: An Improved Neural Network for Suprapatellar Bursa Effusion Ultrasound Image Segmentation
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    Chapter 3 BPGG: Bidirectional Prototype Generation and Guidance Network for Few-Shot Anomaly Localization
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    Chapter 4 CoPrGAN: Image-to-Image Translation via Content Preservation
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    Chapter 5 Cross Domain Evaluation of Text Detection Models
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    Chapter 6 Cross-Domain Learning for Reference-Based Sketch Colorization with Structural and Colorific Strategy
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    Chapter 7 Data Augmented Dual-Attention Interactive Image Classification Network
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    Chapter 8 Deep Dictionary Pair Learning for SAR Image Classification
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    Chapter 9 Deepfake Video Detection Exploiting Binocular Synchronization
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    Chapter 10 Dep-ViT: Uncertainty Suppression Model Based on Facial Expression Recognition in Depression Patients
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    Chapter 11 Ensemble of One-Class Classifiers Based on Multi-level Hidden Representations Abstracted from Convolutional Autoencoder for Anomaly Detection
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    Chapter 12 Images Structure Reconstruction from fMRI by Unsupervised Learning Based on VAE
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    Chapter 13 Inter-subtask Consistent Representation Learning for Visual Commonsense Reasoning
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    Chapter 14 InvisibiliTee: Angle-Agnostic Cloaking from Person-Tracking Systems with a Tee
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    Chapter 15 Makeup Transfer Based on Generative Adversarial Network for Large Angle Spatial Misalignment
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    Chapter 16 Making Images Resilient to Adversarial Example Attacks
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    Chapter 17 Multi-Class Lane Semantic Segmentation of Expressway Dataset Based on Aerial View
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    Chapter 18 Mutil-level Local Alignment and Semantic Matching Network for Image-Text Retrieval
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    Chapter 19 NAS4FBP: Facial Beauty Prediction Based on Neural Architecture Search
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    Chapter 20 Object Detector with Recursive Feature Pyramid and Key Content-Only Attention
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    Chapter 21 O-LGMD: An Opponent Colour LGMD-Based Model for Collision Detection with Thermal Images at Night
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    Chapter 22 Semantic Diversity Image Translation Based on Deep Feature Difference and Attention Mechanism
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    Chapter 23 Spatial Foreground Bigraph Matching for Generalizable Person Re-identification
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    Chapter 24 TSN-CA: A Two-Stage Network with Channel Attention for Low-Light Image Enhancement
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    Chapter 25 Two-Stream Interactive Memory Network for Video Facial Expression Recognition
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    Chapter 26 Utilize Spatial Prior in Ground Truth: Spatial-Enhanced Loss for Semantic Segmentation
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    Chapter 27 Weighted Pooling from Salient Regions for Place Recognition
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    Chapter 28 Efficient LSTM Training with Eligibility Traces
  30. Altmetric Badge
    Chapter 29 Improving Stylized Image Captioning with Better Use of Transformer
  31. Altmetric Badge
    Chapter 30 Investigating Current-Based and Gating Approaches for Accurate and Energy-Efficient Spiking Recurrent Neural Networks
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    Chapter 31 Research on USV Path Planning Method Based on Improved Option-Critical Algorithm
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    Chapter 32 Bi-level Optimization Method for Automatic Reward Shaping of Reinforcement Learning
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    Chapter 33 Category-Guided Localization Network for Visual Sound Source Separation
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    Chapter 34 Gaussian Mixture Model-Based Registration Network for Point Clouds with Partial Overlap
  36. Altmetric Badge
    Chapter 35 More Diverse Training, Better Compositionality! Evidence from Multimodal Language Learning
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    Chapter 36 MT-TCCT: Multi-task Learning for Multimodal Emotion Recognition
  38. Altmetric Badge
    Chapter 37 NeoSLAM: Neural Object SLAM for Loop Closure and Navigation
  39. Altmetric Badge
    Chapter 38 Trajectory-Based Mobile Game Bots Detection with Gaussian Mixture Model
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    Chapter 39 Unsupervised Domain Adaptation Using Temporal Association for Segmentation and Its Application to C. elegans Time-Lapse Images
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    Chapter 40 Unsupervised Multi-view Multi-person 3D Pose Estimation Using Reprojection Error
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    Chapter 41 Visual Relation-Aware Unsupervised Video Captioning
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    Chapter 42 A Folded Architecture for Hardware Implementation of a Neural Structure Using Izhikevich Model
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    Chapter 43 A Spiking Neural Network Based on Neural Manifold for Augmenting Intracortical Brain-Computer Interface Data
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    Chapter 44 An Improved Lightweight YOLOv5 Model Based on Attention Mechanism for Face Mask Detection
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    Chapter 45 Analytical Comparison Between the Pattern Classifiers Based upon a Multilayered Perceptron and Probabilistic Neural Network in Parallel Implementation
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    Chapter 46 Architecture-Agnostic Time-Step Boosting: A Case Study in Short-Term Load Forecasting
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    Chapter 47 ASTra: A Novel Algorithm-Level Approach to Imbalanced Classification
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    Chapter 48 Attention Awareness Multiple Instance Neural Network
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    Chapter 49 Context Reasoning Attention Network: Generating Plausible Distractors for Multi-choice Questions
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    Chapter 50 DensEMANN + Sparsification: Experiments for Further Shrinking Already Small Automatically Generated DenseNet
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    Chapter 51 Dynamic Vision Sensor Based Gesture Recognition Using Liquid State Machine
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    Chapter 52 Efficient and Accurate Text Detection Combining Differentiable Binarization with Semantic Segmentation
  54. Altmetric Badge
    Chapter 53 From Open Set Recognition Towards Robust Multi-class Classification
  55. Altmetric Badge
    Chapter 54 Gait Adaptation After Leg Amputation of Hexapod Walking Robot Without Sensory Feedback
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    Chapter 55 Hierarchical Dynamics in Deep Echo State Networks
  57. Altmetric Badge
    Chapter 56 Jacobian Ensembles Improve Robustness Trade-Offs to Adversarial Attacks
  58. Altmetric Badge
    Chapter 57 Liquid State Machine on Loihi: Memory Metric for Performance Prediction
  59. Altmetric Badge
    Chapter 58 LogBERT-BiLSTM: Detecting Malicious Web Requests
  60. Altmetric Badge
    Chapter 59 ML-FORMER: Forecasting by Neighborhood and Long-Range Dependencies
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    Chapter 60 Real-Time Display of Spiking Neural Activity of SIMD Hardware Using an HDMI Interface
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    Chapter 61 Sailfish: A Fast Bayesian Change Point Detection Framework with Gaussian Process for Time Series
  63. Altmetric Badge
    Chapter 62 SAM-kNN Regressor for Online Learning in Water Distribution Networks
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    Chapter 63 Spatial-Temporal Semantic Generative Adversarial Networks for Flexible Multi-step Urban Flow Prediction
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    Chapter 64 Topic-Grained Text Representation-Based Model for Document Retrieval
  66. Altmetric Badge
    Chapter 65 Training 1-Bit Networks on a Sphere: A Geometric Approach
  67. Altmetric Badge
    Chapter 66 A Neural Network Approach to Estimating Color Reflectance with Product Independent Models
  68. Altmetric Badge
    Chapter 67 Linear Self-attention Approximation via Trainable Feedforward Kernel
Attention for Chapter 55: Hierarchical Dynamics in Deep Echo State Networks
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Chapter title
Hierarchical Dynamics in Deep Echo State Networks
Chapter number 55
Book title
Artificial Neural Networks and Machine Learning – ICANN 2022
Published by
Springer, Cham, January 2022
DOI 10.1007/978-3-031-15934-3_55
Book ISBNs
978-3-03-115933-6, 978-3-03-115934-3
Authors

Tortorella, Domenico, Gallicchio, Claudio, Micheli, Alessio

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Mendeley readers

The data shown below were compiled from readership statistics for 4 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 4 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 2 50%
Unknown 2 50%
Readers by discipline Count As %
Computer Science 2 50%
Unknown 2 50%

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