Harnessing Hard Mixed Samples with Decoupled Regularizer Mar 21, 2022 Data Augmentation
— Unverified WeSinger: Data-augmented Singing Voice Synthesis with Auxiliary Losses Mar 21, 2022 Data Augmentation Decoder
— Unverified Build a Robust QA System with Transformer-based Mixture of Experts Mar 20, 2022 Data Augmentation Mixture-of-Experts
Code Code Available Partitioning Image Representation in Contrastive Learning Mar 20, 2022 Contrastive Learning Data Augmentation
— Unverified A Novel Transparency Strategy-based Data Augmentation Approach for BI-RADS Classification of Mammograms Mar 20, 2022 Classification Data Augmentation
— Unverified Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Mar 20, 2022 Data Augmentation Segmentation
— 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 Exploiting Cross Domain Acoustic-to-articulatory Inverted Features For Disordered Speech Recognition Mar 19, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Practical Recommendations for Replay-based Continual Learning Methods Mar 19, 2022 Continual Learning Data Augmentation
— Unverified Semi-Supervised Learning with Mutual Distillation for Monocular Depth Estimation Mar 18, 2022 Data Augmentation Depth Estimation
— Unverified Sparse Fuse Dense: Towards High Quality 3D Detection with Depth Completion Mar 18, 2022 3D Object Detection Data Augmentation
Code Code Available SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning Mar 18, 2022 Data Augmentation Reinforcement Learning (RL)
— Unverified DocXClassifier: High Performance Explainable Deep Network for Document Image Classification Mar 17, 2022 Classification Data Augmentation
Code Code Available Type-Driven Multi-Turn Corrections for Grammatical Error Correction Mar 17, 2022 Data Augmentation Grammatical Error Correction
Code Code Available When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation Mar 17, 2022 Data Augmentation HellaSwag
Code Code Available MotionAug: Augmentation with Physical Correction for Human Motion Prediction Mar 17, 2022 Data Augmentation Diversity
Code Code Available Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series Mar 17, 2022 Contrastive Learning Data Augmentation
Code Code Available Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation Mar 16, 2022 Data Augmentation Diversity
Code Code Available Understanding robustness and generalization of artificial neural networks through Fourier masks Mar 16, 2022 Data Augmentation
Code Code Available Sample, Translate, Recombine: Leveraging Audio Alignments for Data Augmentation in End-to-end Speech Translation Mar 16, 2022 Data Augmentation Knowledge Distillation
— Unverified A Squeeze-and-Excitation and Transformer based Cross-task System for Environmental Sound Recognition Mar 16, 2022 Acoustic Scene Classification Data Augmentation
— Unverified What Do Adversarially trained Neural Networks Focus: A Fourier Domain-based Study Mar 16, 2022 Autonomous Driving Data Augmentation
— Unverified Better Quality Estimation for Low Resource Corpus Mining Mar 15, 2022 Contrastive Learning Data Augmentation
— Unverified AUCO ResNet: an end-to-end network for Covid-19 pre-screening from cough and breath Mar 15, 2022 8k Audio Classification
Code Code Available Implicit field supervision for robust non-rigid shape matching Mar 15, 2022 Data Augmentation Decoder
Code Code Available Can Synthetic Translations Improve Bitext Quality? Mar 15, 2022 Data Augmentation NMT
— Unverified Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation Mar 15, 2022 Data Augmentation Information Retrieval
Code Code Available 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 Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Mar 15, 2022 Classification counterfactual
— Unverified Multigrid-augmented deep learning preconditioners for the Helmholtz equation Mar 14, 2022 Data Augmentation Deep Learning
— 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 Self-Promoted Supervision for Few-Shot Transformer Mar 14, 2022 Data Augmentation Few-Shot Learning
Code Code Available 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 CEKD:Cross Ensemble Knowledge Distillation for Augmented Fine-grained Data Mar 13, 2022 Data Augmentation Knowledge Distillation
— Unverified Revisiting Deep Semi-supervised Learning: An Empirical Distribution Alignment Framework and Its Generalization Bound Mar 13, 2022 Data Augmentation Domain Adaptation
— Unverified GRAND+: Scalable Graph Random Neural Networks Mar 12, 2022 Data Augmentation Graph Learning
Code Code Available MDT-Net: Multi-domain Transfer by Perceptual Supervision for Unpaired Images in OCT Scan Mar 12, 2022 Anatomy Data Augmentation
— Unverified A survey of underwater acoustic data classification methods using deep learning for shoreline surveillance Mar 11, 2022 Data Augmentation Deep Learning
— Unverified GSDA: Generative Adversarial Network-based Semi-Supervised Data Augmentation for Ultrasound Image Classification Mar 11, 2022 Data Augmentation Generative Adversarial Network
— Unverified Neuromorphic Data Augmentation for Training Spiking Neural Networks Mar 11, 2022 Contrastive Learning Data Augmentation
Code Code Available 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 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 ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRI Mar 11, 2022 Benchmarking Data Augmentation
Code Code Available Deep AutoAugment Mar 11, 2022 AutoML Data Augmentation
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 IAE-Net: Integral Autoencoders for Discretization-Invariant Learning Mar 10, 2022 Data Augmentation Decoder
Code Code Available Deep Convolutional Neural Network for Roadway Incident Surveillance Using Audio Data Mar 9, 2022 Data Augmentation
— Unverified What Matters For Meta-Learning Vision Regression Tasks? Mar 9, 2022 Contrastive Learning Data Augmentation
Code Code Available 