Snore-GANs: Improving Automatic Snore Sound Classification with Synthesized Data Mar 29, 2019 Classification Data Augmentation
— Unverified Imbalanced Sentiment Classification Enhanced with Discourse Marker Mar 28, 2019 Classification Data Augmentation
— Unverified Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets Mar 28, 2019 Combinatorial Optimization Data Augmentation
Code Code Available Bias Correction of Learned Generative Models via Likelihood-free Importance Weighting Mar 27, 2019 Data Augmentation
— Unverified Understanding Unconventional Preprocessors in Deep Convolutional Neural Networks for Face Identification Mar 27, 2019 Data Augmentation Face Identification
— Unverified Augmented Ultrasonic Data for Machine Learning Mar 26, 2019 BIG-bench Machine Learning Data Augmentation
Code Code Available Parallel Recurrent Data Augmentation for GAN training with Limited and Diverse Data Mar 25, 2019 Data Augmentation Image Generation
— Unverified f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Mar 25, 2019 Data Augmentation Few-Shot Learning
— Unverified Data Augmentation for Rumor Detection Using Context-Sensitive Neural Language Model With Large-Scale Credibility Corpus Mar 24, 2019 Data Augmentation Language Modeling
— Unverified Data for free: Fewer-shot algorithm learning with parametricity data augmentation Mar 24, 2019 Data Augmentation
— Unverified Exploiting Synthetically Generated Data with Semi-Supervised Learning for Small and Imbalanced Datasets Mar 24, 2019 Binary Classification Data Augmentation
— Unverified Data Augmentation for Bayesian Deep Learning Mar 22, 2019 Data Augmentation Deep Learning
— Unverified Data Augmentation via Dependency Tree Morphing for Low-Resource Languages Mar 22, 2019 Data Augmentation Part-Of-Speech Tagging
Code Code Available Low Resource Text Classification with ULMFit and Backtranslation Mar 21, 2019 Classification Data Augmentation
Code Code Available Seeing is Not Necessarily Believing: Limitations of BigGANs for Data Augmentation Mar 20, 2019 Data Augmentation
— Unverified Data Augmentation for Leaf Segmentation and Counting Tasks in Rosette Plants Mar 20, 2019 Data Augmentation Diversity
— Unverified Reconstructing neuronal anatomy from whole-brain images Mar 17, 2019 Anatomy Data Augmentation
— Unverified Hyperspectral Data Augmentation Mar 13, 2019 Data Augmentation
— Unverified Cleaning tasks knowledge transfer between heterogeneous robots: a deep learning approach Mar 13, 2019 Data Augmentation Transfer Learning
— Unverified End-To-End Speech Recognition Using A High Rank LSTM-CTC Based Model Mar 12, 2019 Data Augmentation speech-recognition
Code Code Available Manifold Mixup improves text recognition with CTC loss Mar 11, 2019 Data Augmentation General Classification
Code Code Available Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions Mar 7, 2019 Bilevel Optimization Data Augmentation
Code Code Available Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data Mar 7, 2019 Bladder Segmentation Data Augmentation
— Unverified Prostate Segmentation from 3D MRI Using a Two-Stage Model and Variable-Input Based Uncertainty Measure Mar 6, 2019 Data Augmentation Segmentation
— Unverified Deep Neural Network and Data Augmentation Methodology for off-axis iris segmentation in wearable headsets Mar 1, 2019 Data Augmentation Iris Segmentation
— Unverified Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN Feb 28, 2019 Data Augmentation
— Unverified SPDA: Superpixel-based Data Augmentation for Biomedical Image Segmentation Feb 28, 2019 Data Augmentation Deep Learning
— Unverified Realistic Ultrasonic Environment Simulation Using Conditional Generative Adversarial Networks Feb 26, 2019 Data Augmentation
— Unverified Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation Feb 26, 2019 Data Augmentation Few-Shot Learning
— Unverified Learning More with Less: Conditional PGGAN-based Data Augmentation for Brain Metastases Detection Using Highly-Rough Annotation on MR Images Feb 26, 2019 Data Augmentation
— Unverified LaSO: Label-Set Operations networks for multi-label few-shot learning Feb 26, 2019 Data Augmentation Few-Shot Learning
Code Code Available Data augmentation using learned transformations for one-shot medical image segmentation Feb 25, 2019 Anatomy Data Augmentation
Code Code Available Convolutional Neural Networks for Automatic Meter Reading Feb 25, 2019 Counter Recognition Data Augmentation
— Unverified TBNet:Pulmonary Tuberculosis Diagnosing System using Deep Neural Networks Feb 24, 2019 Data Augmentation Diagnostic
— Unverified U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical Instrument Feb 24, 2019 Data Augmentation Decoder
Code Code Available An Effective Hit-or-Miss Layer Favoring Feature Interpretation as Learned Prototypes Deformations Feb 23, 2019 Data Augmentation
— Unverified ComplexFace: a Multi-Representation Approach for Image Classification with Small Dataset Feb 21, 2019 Data Augmentation Face Recognition
— Unverified Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology Feb 18, 2019 Color Normalization Data Augmentation
— Unverified Data augmentation for low resource sentiment analysis using generative adversarial networks Feb 18, 2019 Data Augmentation Sentiment Analysis
— Unverified Motion Equivariant Networks for Event Cameras with the Temporal Normalization Transform Feb 18, 2019 Data Augmentation General Classification
— Unverified Combination of Domain Knowledge and Deep Learning for Sentiment Analysis of Short and Informal Messages on Social Media Feb 16, 2019 Data Augmentation Negation
— Unverified Asymptotically exact data augmentation: models, properties and algorithms Feb 15, 2019 Data Augmentation
— Unverified MultiGrain: a unified image embedding for classes and instances Feb 14, 2019 Classification Data Augmentation
Code Code Available Post-Data Augmentation to Improve Deep Pose Estimation of Extreme and Wild Motions Feb 12, 2019 Data Augmentation GPU
Code Code Available Semi-Supervised and Task-Driven Data Augmentation Feb 11, 2019 Data Augmentation Segmentation
Code Code Available Yes, we GAN: Applying Adversarial Techniques for Autonomous Driving Feb 9, 2019 Autonomous Driving BIG-bench Machine Learning
— Unverified Generative Image Translation for Data Augmentation of Bone Lesion Pathology Feb 6, 2019 Binary Classification Data Augmentation
— Unverified Universal Lemmatizer: A Sequence to Sequence Model for Lemmatizing Universal Dependencies Treebanks Feb 3, 2019 Data Augmentation LEMMA
— Unverified EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jan 31, 2019 Data Augmentation General Classification
Code Code Available Cross-modality (CT-MRI) prior augmented deep learning for robust lung tumor segmentation from small MR datasets Jan 31, 2019 Data Augmentation Deep Learning
— Unverified 