Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher
Brian Kenji Iwana,
Seiichi Uchida
![Responsive image](/icpr/media/video_thumbnails/11282.jpg)
Auto-TLDR; Guided Warping for Time Series Data Augmentation
Similar papers
An Invariance-Guided Stability Criterion for Time Series Clustering Validation
Florent Forest, Alex Mourer, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille
![Responsive image](/icpr/media/video_thumbnails/12003.jpg)
Auto-TLDR; An invariance-guided method for clustering model selection in time series data
Abstract Slides Poster Similar
A Hybrid Metric Based on Persistent Homology and Its Application to Signal Classification
Austin Lawson, Yu-Min Chung, William Cruse
![Responsive image](/icpr/media/video_thumbnails/12087.jpg)
Auto-TLDR; Topological Data Analysis with Persistence Curves
Total Whitening for Online Signature Verification Based on Deep Representation
Xiaomeng Wu, Akisato Kimura, Kunio Kashino, Seiichi Uchida
![Responsive image](/icpr/media/video_thumbnails/10914.jpg)
Auto-TLDR; Total Whitening for Online Signature Verification
Abstract Slides Poster Similar
CardioGAN: An Attention-Based Generative Adversarial Network for Generation of Electrocardiograms
Subhrajyoti Dasgupta, Sudip Das, Ujjwal Bhattacharya
![Responsive image](/icpr/media/video_thumbnails/11236.jpg)
Auto-TLDR; CardioGAN: Generative Adversarial Network for Synthetic Electrocardiogram Signals
Abstract Slides Poster Similar
Augmentation of Small Training Data Using GANs for Enhancing the Performance of Image Classification
![Responsive image](/icpr/media/video_thumbnails/11255.jpg)
Auto-TLDR; Generative Adversarial Network for Image Training Data Augmentation
Abstract Slides Poster Similar
AG-GAN: An Attentive Group-Aware GAN for Pedestrian Trajectory Prediction
Yue Song, Niccolò Bisagno, Syed Zohaib Hassan, Nicola Conci
![Responsive image](/icpr/media/video_thumbnails/11929.jpg)
Auto-TLDR; An attentive group-aware GAN for motion prediction in crowded scenarios
Abstract Slides Poster Similar
Human or Machine? It Is Not What You Write, but How You Write It
Luis Leiva, Moises Diaz, M.A. Ferrer, Réjean Plamondon
![Responsive image](/icpr/media/video_thumbnails/11164.jpg)
Auto-TLDR; Behavioral Biometrics via Handwritten Symbols for Identification and Verification
Abstract Slides Poster Similar
Neuron-Based Network Pruning Based on Majority Voting
Ali Alqahtani, Xianghua Xie, Ehab Essa, Mark W. Jones
![Responsive image](/icpr/media/video_thumbnails/11223.jpg)
Auto-TLDR; Large-Scale Neural Network Pruning using Majority Voting
Abstract Slides Poster Similar
Signal Generation Using 1d Deep Convolutional Generative Adversarial Networks for Fault Diagnosis of Electrical Machines
Russell Sabir, Daniele Rosato, Sven Hartmann, Clemens Gühmann
![Responsive image](/icpr/media/video_thumbnails/11325.jpg)
Auto-TLDR; Large Dataset Generation from Faulty AC Machines using Deep Convolutional GAN
Abstract Slides Poster Similar
SDMA: Saliency Driven Mutual Cross Attention for Multi-Variate Time Series
![Responsive image](/icpr/media/video_thumbnails/11749.jpg)
Auto-TLDR; Salient-Driven Mutual Cross Attention for Intelligent Time Series Analytics
Abstract Slides Poster Similar
Uncertainty-Aware Data Augmentation for Food Recognition
Eduardo Aguilar, Bhalaji Nagarajan, Rupali Khatun, Marc Bolaños, Petia Radeva
![Responsive image](/icpr/media/video_thumbnails/11340.jpg)
Auto-TLDR; Data Augmentation for Food Recognition Using Epistemic Uncertainty
Abstract Slides Poster Similar
ESResNet: Environmental Sound Classification Based on Visual Domain Models
Andrey Guzhov, Federico Raue, Jörn Hees, Andreas Dengel
![Responsive image](/icpr/media/video_thumbnails/11458.jpg)
Auto-TLDR; Environmental Sound Classification with Short-Time Fourier Transform Spectrograms
Abstract Slides Poster Similar
Classification of Spatially Enriched Pixel Time Series with Convolutional Neural Networks
Mohamed Chelali, Camille Kurtz, Anne Puissant, Nicole Vincent
![Responsive image](/icpr/media/video_thumbnails/11505.jpg)
Auto-TLDR; Spatio-Temporal Features Extraction from Satellite Image Time Series Using Random Walk
Abstract Slides Poster Similar
A Close Look at Deep Learning with Small Data
![Responsive image](/icpr/media/video_thumbnails/11148.jpg)
Auto-TLDR; Low-Complex Neural Networks for Small Data Conditions
Abstract Slides Poster Similar
Generative Latent Implicit Conditional Optimization When Learning from Small Sample
![Responsive image](/icpr/media/video_thumbnails/11915.jpg)
Auto-TLDR; GLICO: Generative Latent Implicit Conditional Optimization for Small Sample Learning
Abstract Slides Poster Similar
Pose-Robust Face Recognition by Deep Meta Capsule Network-Based Equivariant Embedding
Fangyu Wu, Jeremy Simon Smith, Wenjin Lu, Bailing Zhang
![Responsive image](/icpr/media/video_thumbnails/12603.jpg)
Auto-TLDR; Deep Meta Capsule Network-based Equivariant Embedding Model for Pose-Robust Face Recognition
On the Evaluation of Generative Adversarial Networks by Discriminative Models
Amirsina Torfi, Mohammadreza Beyki, Edward Alan Fox
![Responsive image](/icpr/media/video_thumbnails/10956.jpg)
Auto-TLDR; Domain-agnostic GAN Evaluation with Siamese Neural Networks
Abstract Slides Poster Similar
Trainable Spectrally Initializable Matrix Transformations in Convolutional Neural Networks
Michele Alberti, Angela Botros, Schuetz Narayan, Rolf Ingold, Marcus Liwicki, Mathias Seuret
![Responsive image](/icpr/media/video_thumbnails/11870.jpg)
Auto-TLDR; Trainable and Spectrally Initializable Matrix Transformations for Neural Networks
Abstract Slides Poster Similar
Few-Shot Learning Based on Metric Learning Using Class Augmentation
Susumu Matsumi, Keiichi Yamada
![Responsive image](/icpr/media/video_thumbnails/10853.jpg)
Auto-TLDR; Metric Learning for Few-shot Learning
Abstract Slides Poster Similar
Leveraging Synthetic Subject Invariant EEG Signals for Zero Calibration BCI
Nik Khadijah Nik Aznan, Amir Atapour-Abarghouei, Stephen Bonner, Jason Connolly, Toby Breckon
![Responsive image](/icpr/media/video_thumbnails/12146.jpg)
Auto-TLDR; SIS-GAN: Subject Invariant SSVEP Generative Adversarial Network for Brain-Computer Interface
Personalized Models in Human Activity Recognition Using Deep Learning
Hamza Amrani, Daniela Micucci, Paolo Napoletano
![Responsive image](/icpr/media/video_thumbnails/12053.jpg)
Auto-TLDR; Incremental Learning for Personalized Human Activity Recognition
Abstract Slides Poster Similar
End-To-End Multi-Task Learning of Missing Value Imputation and Forecasting in Time-Series Data
Jinhee Kim, Taesung Kim, Jang-Ho Choi, Jaegul Choo
![Responsive image](/icpr/media/video_thumbnails/11946.jpg)
Auto-TLDR; Time-Series Prediction with Denoising and Imputation of Missing Data
Abstract Slides Poster Similar
Rethinking of Deep Models Parameters with Respect to Data Distribution
Shitala Prasad, Dongyun Lin, Yiqun Li, Sheng Dong, Zaw Min Oo
![Responsive image](/icpr/media/video_thumbnails/11912.jpg)
Auto-TLDR; A progressive stepwise training strategy for deep neural networks
Abstract Slides Poster Similar
Exploring Spatial-Temporal Representations for fNIRS-based Intimacy Detection via an Attention-enhanced Cascade Convolutional Recurrent Neural Network
Chao Li, Qian Zhang, Ziping Zhao
![Responsive image](/icpr/media/video_thumbnails/11948.jpg)
Auto-TLDR; Intimate Relationship Prediction by Attention-enhanced Cascade Convolutional Recurrent Neural Network Using Functional Near-Infrared Spectroscopy
Abstract Slides Poster Similar
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images
![Responsive image](/icpr/media/video_thumbnails/11431.jpg)
Auto-TLDR; Multi-Modal Deep Clustering for Unlabeled Images
Abstract Slides Poster Similar
PowerHC: Non Linear Normalization of Distances for Advanced Nearest Neighbor Classification
Manuele Bicego, Mauricio Orozco-Alzate
![Responsive image](/icpr/media/video_thumbnails/10984.jpg)
Auto-TLDR; Non linear scaling of distances for advanced nearest neighbor classification
Abstract Slides Poster Similar
Data Normalization for Bilinear Structures in High-Frequency Financial Time-Series
Dat Thanh Tran, Juho Kanniainen, Moncef Gabbouj, Alexandros Iosifidis
![Responsive image](/icpr/media/video_thumbnails/11756.jpg)
Auto-TLDR; Bilinear Normalization for Financial Time-Series Analysis and Forecasting
Abstract Slides Poster Similar
GuCNet: A Guided Clustering-Based Network for Improved Classification
Ushasi Chaudhuri, Syomantak Chaudhuri, Subhasis Chaudhuri
![Responsive image](/icpr/media/video_thumbnails/11761.jpg)
Auto-TLDR; Semantic Classification of Challenging Dataset Using Guide Datasets
Abstract Slides Poster Similar
Recursive Recognition of Offline Handwritten Mathematical Expressions
Marco Cotogni, Claudio Cusano, Antonino Nocera
![Responsive image](/icpr/media/video_thumbnails/11229.jpg)
Auto-TLDR; Online Handwritten Mathematical Expression Recognition with Recurrent Neural Network
Abstract Slides Poster Similar
Ballroom Dance Recognition from Audio Recordings
Tomas Pavlin, Jan Cech, Jiri Matas
![Responsive image](/icpr/media/video_thumbnails/11105.jpg)
Auto-TLDR; A CNN-based approach to classify ballroom dances given audio recordings
Abstract Slides Poster Similar
MaxDropout: Deep Neural Network Regularization Based on Maximum Output Values
Claudio Filipi Gonçalves Santos, Danilo Colombo, Mateus Roder, Joao Paulo Papa
![Responsive image](/icpr/media/video_thumbnails/11171.jpg)
Auto-TLDR; MaxDropout: A Regularizer for Deep Neural Networks
Abstract Slides Poster Similar
Verifying the Causes of Adversarial Examples
Honglin Li, Yifei Fan, Frieder Ganz, Tony Yezzi, Payam Barnaghi
![Responsive image](/icpr/media/video_thumbnails/11687.jpg)
Auto-TLDR; Exploring the Causes of Adversarial Examples in Neural Networks
Abstract Slides Poster Similar
Transfer Learning with Graph Neural Networks for Short-Term Highway Traffic Forecasting
Tanwi Mallick, Prasanna Balaprakash, Eric Rask, Jane Macfarlane
![Responsive image](/icpr/media/video_thumbnails/12140.jpg)
Auto-TLDR; Transfer Learning for Highway Traffic Forecasting on Unseen Traffic Networks
Abstract Slides Poster Similar
Cross-People Mobile-Phone Based Airwriting Character Recognition
Yunzhe Li, Hui Zheng, He Zhu, Haojun Ai, Xiaowei Dong
![Responsive image](/icpr/media/video_thumbnails/11215.jpg)
Auto-TLDR; Cross-People Airwriting Recognition via Motion Sensor Signal via Deep Neural Network
Abstract Slides Poster Similar
Audio-Based Near-Duplicate Video Retrieval with Audio Similarity Learning
Pavlos Avgoustinakis, Giorgos Kordopatis-Zilos, Symeon Papadopoulos, Andreas L. Symeonidis, Ioannis Kompatsiaris
![Responsive image](/icpr/media/video_thumbnails/11570.jpg)
Auto-TLDR; AuSiL: Audio Similarity Learning for Near-duplicate Video Retrieval
Abstract Slides Poster Similar
Local Clustering with Mean Teacher for Semi-Supervised Learning
Zexi Chen, Benjamin Dutton, Bharathkumar Ramachandra, Tianfu Wu, Ranga Raju Vatsavai
![Responsive image](/icpr/media/video_thumbnails/11622.jpg)
Auto-TLDR; Local Clustering for Semi-supervised Learning
Space-Time Domain Tensor Neural Networks: An Application on Human Pose Classification
Konstantinos Makantasis, Athanasios Voulodimos, Anastasios Doulamis, Nikolaos Doulamis, Nikolaos Bakalos
![Responsive image](/icpr/media/video_thumbnails/11426.jpg)
Auto-TLDR; Tensor-Based Neural Network for Spatiotemporal Pose Classifiaction using Three-Dimensional Skeleton Data
Abstract Slides Poster Similar
The Application of Capsule Neural Network Based CNN for Speech Emotion Recognition
![Responsive image](/icpr/media/video_thumbnails/12010.jpg)
Auto-TLDR; CapCNN: A Capsule Neural Network for Speech Emotion Recognition
Abstract Slides Poster Similar
Constructing Geographic and Long-term Temporal Graph for Traffic Forecasting
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye
![Responsive image](/icpr/media/video_thumbnails/11272.jpg)
Auto-TLDR; GLT-GCRNN: Geographic and Long-term Temporal Graph Convolutional Recurrent Neural Network for Traffic Forecasting
Abstract Slides Poster Similar
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection
Oliver Rippel, Patrick Mertens, Dorit Merhof
![Responsive image](/icpr/media/video_thumbnails/11684.jpg)
Auto-TLDR; Deep Feature Representations for Anomaly Detection in Images
Abstract Slides Poster Similar
Hybrid Network for End-To-End Text-Independent Speaker Identification
Wajdi Ghezaiel, Luc Brun, Olivier Lezoray
![Responsive image](/icpr/media/video_thumbnails/11130.jpg)
Auto-TLDR; Text-Independent Speaker Identification with Scattering Wavelet Network and Convolutional Neural Networks
Abstract Slides Poster Similar
Improving Gravitational Wave Detection with 2D Convolutional Neural Networks
Siyu Fan, Yisen Wang, Yuan Luo, Alexander Michael Schmitt, Shenghua Yu
![Responsive image](/icpr/media/video_thumbnails/12500.jpg)
Auto-TLDR; Two-dimensional Convolutional Neural Networks for Gravitational Wave Detection from Time Series with Background Noise
From Human Pose to On-Body Devices for Human-Activity Recognition
Fernando Moya Rueda, Gernot Fink
![Responsive image](/icpr/media/video_thumbnails/12102.jpg)
Auto-TLDR; Transfer Learning from Human Pose Estimation for Human Activity Recognition using Inertial Measurements from On-Body Devices
Abstract Slides Poster Similar
A Joint Representation Learning and Feature Modeling Approach for One-Class Recognition
Pramuditha Perera, Vishal Patel
![Responsive image](/icpr/media/video_thumbnails/11668.jpg)
Auto-TLDR; Combining Generative Features and One-Class Classification for Effective One-class Recognition
Abstract Slides Poster Similar
Adversarial Encoder-Multi-Task-Decoder for Multi-Stage Processes
Andre Mendes, Julian Togelius, Leandro Dos Santos Coelho
![Responsive image](/icpr/media/thumbnails/0389_FI.pdf.jpg)
Auto-TLDR; Multi-Task Learning and Semi-Supervised Learning for Multi-Stage Processes
End-To-End Triplet Loss Based Emotion Embedding System for Speech Emotion Recognition
Puneet Kumar, Sidharth Jain, Balasubramanian Raman, Partha Pratim Roy, Masakazu Iwamura
![Responsive image](/icpr/media/video_thumbnails/11937.jpg)
Auto-TLDR; End-to-End Neural Embedding System for Speech Emotion Recognition
Abstract Slides Poster Similar
Galaxy Image Translation with Semi-Supervised Noise-Reconstructed Generative Adversarial Networks
Qiufan Lin, Dominique Fouchez, Jérôme Pasquet
![Responsive image](/icpr/media/video_thumbnails/11546.jpg)
Auto-TLDR; Semi-supervised Image Translation with Generative Adversarial Networks Using Paired and Unpaired Images
Abstract Slides Poster Similar
Probability Guided Maxout
Claudio Ferrari, Stefano Berretti, Alberto Del Bimbo
![Responsive image](/icpr/media/video_thumbnails/11657.jpg)
Auto-TLDR; Probability Guided Maxout for CNN Training
Abstract Slides Poster Similar