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Domain Generalization in Biosignal Classification

https://doi.org/10.1109/tbme.2020.3045720

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-01267-0_38openalex-snapshot

Deep Domain Generalization via Conditional Invariant Adversarial Networks

inferredcites →https://doi.org/10.1007/978-3-319-10578-9_41openalex-snapshot

Exploiting Low-Rank Structure from Latent Domains for Domain Generalization

inferredcites →https://doi.org/10.1007/978-3-540-87479-9_26openalex-snapshot

An Improved Multi-task Learning Approach with Applications in Medical Diagnosis

inferredcites →https://doi.org/10.1007/978-3-642-33718-5_12openalex-snapshot

Undoing the Damage of Dataset Bias

inferredcites →https://doi.org/10.1016/j.patcog.2019.107124openalex-snapshot

Correlation-aware adversarial domain adaptation and generalization

inferredcites →https://doi.org/10.1088/0967-3334/37/12/2181openalex-snapshot

An open access database for the evaluation of heart sound algorithms

inferredcites →https://doi.org/10.1109/asru46091.2019.9003748openalex-snapshot

Low-Resource Domain Adaptation for Speaker Recognition Using Cycle-Gans

inferredcites →https://doi.org/10.1109/cvpr.2015.7298682openalex-snapshot

FaceNet: A unified embedding for face recognition and clustering

inferredcites →https://doi.org/10.1109/cvpr.2018.00566openalex-snapshot

Domain Generalization with Adversarial Feature Learning

inferredcites →https://doi.org/10.1109/iccv.2017.591openalex-snapshot

Deeper, Broader and Artier Domain Generalization

inferredcites →https://doi.org/10.1109/icip.2018.8451318openalex-snapshot

Best Sources Forward: Domain Generalization through Source-Specific Nets

inferredcites →https://doi.org/10.1109/iraniancee.2015.7146186openalex-snapshot

Fetal phonocardiogram extraction using single channel blind source separation

inferredcites →https://doi.org/10.1109/jbhi.2019.2949516openalex-snapshot

Heart Sound Segmentation Using Bidirectional LSTMs With Attention

inferredcites →https://doi.org/10.1109/jbhi.2020.3027910openalex-snapshot

A Robust Interpretable Deep Learning Classifier for Heart Anomaly Detection Without Segmentation

inferredcites →https://doi.org/10.1109/lra.2018.2809700openalex-snapshot

Robust Place Categorization With Deep Domain Generalization

inferredcites →https://doi.org/10.1109/tbme.2018.2843258openalex-snapshot

Heart Sound Segmentation—An Event Detection Approach Using Deep Recurrent Neural Networks

inferredcites →https://doi.org/10.1109/tbme.2019.2913914openalex-snapshot

Transfer Learning for Brain–Computer Interfaces: A Euclidean Space Data Alignment Approach

inferredcites →https://doi.org/10.1109/tbme.2019.2940195openalex-snapshot

Prediction of Upstaged Ductal Carcinoma In Situ Using Forced Labeling and Domain Adaptation

inferredcites →https://doi.org/10.1109/tkde.2021.3070203openalex-snapshot

A Survey on Multi-Task Learning

inferredcites →https://doi.org/10.1109/tnnls.2016.2615469openalex-snapshot

An Exemplar-Based Multi-View Domain Generalization Framework for Visual Recognition

inferredcites →https://doi.org/10.1145/1273496.1273556openalex-snapshot

An empirical evaluation of deep architectures on problems with many factors of variation

inferredcites →https://doi.org/10.1161/01.cir.101.23.e215openalex-snapshot

PhysioBank, PhysioToolkit, and PhysioNet

inferredcites →https://doi.org/10.1371/journal.pmed.1002683openalex-snapshot

Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study

inferredcites →https://doi.org/10.1609/aaai.v32i1.11596openalex-snapshot

Learning to Generalize: Meta-Learning for Domain Generalization

inferredcites →https://doi.org/10.48550/arxiv.1803.04386openalex-snapshot

Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Anomalous sound event detection: A survey of machine learning based methods and applications

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A customized framework for coronary artery disease detection using phonocardiogram signals

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Deep learning approaches for seizure video analysis: A review

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Meta learning based residual network for industrial production quality prediction with limited data

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Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning

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An Artificial Intelligence Outlook for Colorectal Cancer Screening

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Beyond Supervised Learning for Pervasive Healthcare

inferred← citeshttps://doi.org/10.1109/rbme.2025.3617858openalex-snapshot

Deep Learning From Diffuse Optical Oximetry Time-Series: An fNIRS-Focused Review of Recent Advancements and Future Directions

inferred← citeshttps://doi.org/10.1109/tbme.2021.3136764openalex-snapshot

2020-2021 Index IEEE Transactions on Biomedical Engineering Vol. 68

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FedEMG: Achieving Generalization, Personalization, and Resource Efficiency in EMG-Based Upper-Limb Rehabilitation Through Federated Prototype Learning

inferred← citeshttps://doi.org/10.1109/tetci.2023.3306253openalex-snapshot

Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks

inferred← citeshttps://doi.org/10.1109/tim.2022.3217870openalex-snapshot

TAE-Seg: Generalized Lung Segmentation via Tilewise AutoEncoder Enhanced Network

inferred← citeshttps://doi.org/10.1145/3464423openalex-snapshot

Deep Learning for Medical Anomaly Detection – A Survey

inferred← citeshttps://doi.org/10.32604/iasc.2024.055074openalex-snapshot

Robot Vision over CosGANs to Enhance Performance with Source-Free Domain Adaptation Using Advanced Loss Function

inferred← citeshttps://doi.org/10.3390/ai7020063openalex-snapshot

Multimodal Classification Algorithms for Emotional Stress Analysis with an ECG-Centered Framework: A Comprehensive Review

inferred← citeshttps://doi.org/10.3390/bios16070394openalex-snapshot

Hybrid Edge–Cloud Asymmetric Analytics for Portable Multimodal BCI Biosensors

inferred← citeshttps://doi.org/10.3390/s21144758openalex-snapshot

Graph-Based Deep Learning for Medical Diagnosis and Analysis: Past, Present and Future

inferred← citeshttps://doi.org/10.34133/cbsystems.0074openalex-snapshot

A Domain Generalization and Residual Network-Based Emotion Recognition from Physiological Signals

inferred← citeshttps://doi.org/10.48175/ijarsct-2323openalex-snapshot

Automatic Approach for Detecting the Seizure Using RCCN Architecture

inferred← citeshttps://doi.org/10.48550/arxiv.2108.03823openalex-snapshot

Towards to Robust and Generalized Medical Image Segmentation Framework

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Deep machine learning for biosignal analysis

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