Data Augmentation Strategies for Improving Sequential Recommender Systems Mar 26, 2022 Data Augmentation Recommendation Systems
— Unverified Impact of Dataset on Acoustic Models for Automatic Speech Recognition Mar 25, 2022 Acoustic Modelling Automatic Speech Recognition
— Unverified Robust deep learning for eye fundus images: Bridging real and synthetic data for enhancing generalization Mar 25, 2022 Data Augmentation Generative Adversarial Network
Code Code Available SMARAGD: Learning SMatch for Accurate and Rapid Approximate Graph Distance Mar 24, 2022 Clustering Data Augmentation
Code Code Available A Method of Data Augmentation to Train a Small Area Fingerprint Recognition Deep Neural Network with a Normal Fingerprint Database Mar 23, 2022 Data Augmentation
— Unverified Prompt-based System for Personality and Interpersonal Reactivity Prediction Mar 23, 2022 Data Augmentation Language Modeling
— Unverified Transformer-based Multimodal Information Fusion for Facial Expression Analysis Mar 23, 2022 Action Unit Detection Arousal Estimation
— Unverified A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Mar 22, 2022 Data Augmentation DeepFake Detection
— Unverified A New Approach to Improve Learning-based Deepfake Detection in Realistic Conditions Mar 22, 2022 Data Augmentation DeepFake Detection
— Unverified Mask Usage Recognition using Vision Transformer with Transfer Learning and Data Augmentation Mar 22, 2022 Data Augmentation Transfer Learning
— Unverified Generative Modeling Helps Weak Supervision (and Vice Versa) Mar 22, 2022 Data Augmentation image-classification
Code Code Available Conditional Generative Data Augmentation for Clinical Audio Datasets Mar 22, 2022 Data Augmentation Generative Adversarial Network
— Unverified Improving Neural Predictivity in the Visual Cortex with Gated Recurrent Connections Mar 22, 2022 Data Augmentation
— Unverified WeSinger: Data-augmented Singing Voice Synthesis with Auxiliary Losses Mar 21, 2022 Data Augmentation Decoder
— Unverified Harnessing Hard Mixed Samples with Decoupled Regularizer Mar 21, 2022 Data Augmentation
— Unverified A Novel Transparency Strategy-based Data Augmentation Approach for BI-RADS Classification of Mammograms Mar 20, 2022 Classification Data Augmentation
— Unverified Build a Robust QA System with Transformer-based Mixture of Experts Mar 20, 2022 Data Augmentation Mixture-of-Experts
Code Code Available Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Mar 20, 2022 Data Augmentation Segmentation
— Unverified Partitioning Image Representation in Contrastive Learning Mar 20, 2022 Contrastive Learning Data Augmentation
— Unverified Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model Mar 19, 2022 Data Augmentation Language Modeling
Code Code Available Practical Recommendations for Replay-based Continual Learning Methods Mar 19, 2022 Continual Learning Data Augmentation
— Unverified Exploiting Cross Domain Acoustic-to-articulatory Inverted Features For Disordered Speech Recognition Mar 19, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning Mar 18, 2022 Data Augmentation Reinforcement Learning (RL)
— Unverified Semi-Supervised Learning with Mutual Distillation for Monocular Depth Estimation Mar 18, 2022 Data Augmentation Depth Estimation
— Unverified Type-Driven Multi-Turn Corrections for Grammatical Error Correction Mar 17, 2022 Data Augmentation Grammatical Error Correction
Code Code Available A Squeeze-and-Excitation and Transformer based Cross-task System for Environmental Sound Recognition Mar 16, 2022 Acoustic Scene Classification Data Augmentation
— Unverified Sample, Translate, Recombine: Leveraging Audio Alignments for Data Augmentation in End-to-end Speech Translation Mar 16, 2022 Data Augmentation Knowledge Distillation
— Unverified Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation Mar 16, 2022 Data Augmentation Diversity
Code Code Available What Do Adversarially trained Neural Networks Focus: A Fourier Domain-based Study Mar 16, 2022 Autonomous Driving Data Augmentation
— Unverified Understanding robustness and generalization of artificial neural networks through Fourier masks Mar 16, 2022 Data Augmentation
Code Code Available Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Mar 15, 2022 Classification counterfactual
— Unverified Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Mar 15, 2022 Adversarial Robustness Data Augmentation
— Unverified Better Quality Estimation for Low Resource Corpus Mining Mar 15, 2022 Contrastive Learning Data Augmentation
— Unverified Can Synthetic Translations Improve Bitext Quality? Mar 15, 2022 Data Augmentation NMT
— Unverified On the Calibration of Pre-trained Language Models using Mixup Guided by Area Under the Margin and Saliency Mar 14, 2022 Data Augmentation image-classification
— Unverified Multigrid-augmented deep learning preconditioners for the Helmholtz equation Mar 14, 2022 Data Augmentation Deep Learning
— Unverified CEKD:Cross Ensemble Knowledge Distillation for Augmented Fine-grained Data Mar 13, 2022 Data Augmentation Knowledge Distillation
— Unverified Spectral Modification Based Data Augmentation For Improving End-to-End ASR For Children's Speech Mar 13, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Revisiting Deep Semi-supervised Learning: An Empirical Distribution Alignment Framework and Its Generalization Bound Mar 13, 2022 Data Augmentation Domain Adaptation
— Unverified MDT-Net: Multi-domain Transfer by Perceptual Supervision for Unpaired Images in OCT Scan Mar 12, 2022 Anatomy Data Augmentation
— Unverified Spatial Consistency Loss for Training Multi-Label Classifiers from Single-Label Annotations Mar 11, 2022 Data Augmentation image-classification
— Unverified Towards Self-Supervised Learning of Global and Object-Centric Representations Mar 11, 2022 Data Augmentation Object
Code Code Available GSDA: Generative Adversarial Network-based Semi-Supervised Data Augmentation for Ultrasound Image Classification Mar 11, 2022 Data Augmentation Generative Adversarial Network
— Unverified A Survey of Surface Defect Detection of Industrial Products Based on A Small Number of Labeled Data Mar 11, 2022 Data Augmentation Defect Detection
— Unverified A survey of underwater acoustic data classification methods using deep learning for shoreline surveillance Mar 11, 2022 Data Augmentation Deep Learning
— Unverified IAE-Net: Integral Autoencoders for Discretization-Invariant Learning Mar 10, 2022 Data Augmentation Decoder
Code Code Available ReF -- Rotation Equivariant Features for Local Feature Matching Mar 10, 2022 Data Augmentation Visual Place Recognition
— Unverified Breaking the Curse of Dimensionality in Multiagent State Space: A Unified Agent Permutation Framework Mar 10, 2022 Data Augmentation Multi-agent Reinforcement Learning
— Unverified Deep Convolutional Neural Network for Roadway Incident Surveillance Using Audio Data Mar 9, 2022 Data Augmentation
— Unverified Towards Efficient Data-Centric Robust Machine Learning with Noise-based Augmentation Mar 8, 2022 BIG-bench Machine Learning Data Augmentation
— Unverified 