Data Augmentation with Manifold Exploring Geometric Transformations for Increased Performance and Robustness Jan 14, 2019 Data Augmentation General Classification
— Unverified Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization Jan 10, 2019 Anomaly Detection Data Augmentation
— Unverified Sinusoidal wave generating network based on adversarial learning and its application: synthesizing frog sounds for data augmentation Jan 7, 2019 Data Augmentation Sound Classification
— Unverified Robust and High Performance Face Detector Jan 6, 2019 Data Augmentation Face Detection
— Unverified Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning Jan 1, 2019 Data Augmentation Density Estimation
— Unverified Fully Automatic Segmentation of Sublingual Veins from Retrained U-Net Model for Few Near Infrared Images Dec 22, 2018 Data Augmentation Segmentation
— Unverified Towards Visible and Thermal Drone Monitoring with Convolutional Neural Networks Dec 19, 2018 Data Augmentation
— Unverified Improving Face Detection Performance with 3D-Rendered Synthetic Data Dec 18, 2018 Data Augmentation Face Detection
— Unverified Conditional BERT Contextual Augmentation Dec 17, 2018 Data Augmentation Language Modeling
Code Code Available Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation Dec 17, 2018 Classification Data Augmentation
— Unverified Towards Robust Human Activity Recognition from RGB Video Stream with Limited Labeled Data Dec 16, 2018 Activity Recognition Data Augmentation
— Unverified Imitation Learning for End to End Vehicle Longitudinal Control with Forward Camera Dec 14, 2018 Data Augmentation Imitation Learning
— Unverified Pretraining by Backtranslation for End-to-end ASR in Low-Resource Settings Dec 10, 2018 Data Augmentation Decoder
— Unverified EDF: Ensemble, Distill, and Fuse for Easy Video Labeling Dec 10, 2018 Data Augmentation Object
— Unverified Deep ChArUco: Dark ChArUco Marker Pose Estimation Dec 8, 2018 Camera Calibration Data Augmentation
Code Code Available Generation of Synthetic Electronic Medical Record Text Dec 6, 2018 Data Augmentation Generative Adversarial Network
— Unverified ROI-10D: Monocular Lifting of 2D Detection to 6D Pose and Metric Shape Dec 6, 2018 3D Object Detection Data Augmentation
— Unverified Text Data Augmentation Made Simple By Leveraging NLP Cloud APIs Dec 5, 2018 Data Augmentation Text Augmentation
Code Code Available Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy Dec 4, 2018 Data Augmentation General Classification
Code Code Available Transferable Natural Language Interface to Structured Queries aided by Adversarial Generation Dec 4, 2018 Data Augmentation Domain Adaptation
— Unverified Unsupervised Domain Adaptation using Generative Models and Self-ensembling Dec 2, 2018 Data Augmentation Domain Adaptation
— Unverified Contrastive Learning from Pairwise Measurements Dec 1, 2018 Contrastive Learning Data Augmentation
— Unverified Tree-Structured Recurrent Switching Linear Dynamical Systems for Multi-Scale Modeling Nov 29, 2018 Data Augmentation
Code Code Available General-to-Detailed GAN for Infrequent Class Medical Images Nov 28, 2018 Data Augmentation
Code Code Available CT organ segmentation using GPU data augmentation, unsupervised labels and IOU loss Nov 27, 2018 CPU Data Augmentation
— Unverified Cross-Lingual Approaches to Reference Resolution in Dialogue Systems Nov 27, 2018 Cross-Lingual Transfer Data Augmentation
— Unverified GANsfer Learning: Combining labelled and unlabelled data for GAN based data augmentation Nov 26, 2018 Data Augmentation Segmentation
— Unverified Combining High-Level Features of Raw Audio Waves and Mel-Spectrograms for Audio Tagging Nov 26, 2018 Audio Tagging Data Augmentation
— Unverified Natural language understanding for task oriented dialog in the biomedical domain in a low resources context Nov 23, 2018 Data Augmentation General Classification
— Unverified Data Augmentation using Random Image Cropping and Patching for Deep CNNs Nov 22, 2018 Data Augmentation Image Augmentation
Code Code Available Towards Robust Neural Networks with Lipschitz Continuity Nov 22, 2018 Data Augmentation
— Unverified T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling Nov 20, 2018 Data Augmentation Generative Adversarial Network
Code Code Available Learning to Detect Instantaneous Changes with Retrospective Convolution and Static Sample Synthesis Nov 20, 2018 Change Detection Data Augmentation
— Unverified A Baseline for Multi-Label Image Classification Using An Ensemble of Deep Convolutional Neural Networks Nov 20, 2018 Classification Data Augmentation
Code Code Available Can Synthetic Faces Undo the Damage of Dataset Bias to Face Recognition and Facial Landmark Detection? Nov 19, 2018 Data Augmentation Face Model
Code Code Available Analysis of DNN Speech Signal Enhancement for Robust Speaker Recognition Nov 19, 2018 Data Augmentation Denoising
— Unverified Transfer Learning with Deep CNNs for Gender Recognition and Age Estimation Nov 18, 2018 Age Estimation Data Augmentation
— Unverified Stacking-Based Deep Neural Network: Deep Analytic Network for Pattern Classification Nov 17, 2018 CPU Data Augmentation
Code Code Available Integrating domain knowledge: using hierarchies to improve deep classifiers Nov 17, 2018 Data Augmentation General Classification
— Unverified Detecting Incongruity Between News Headline and Body Text via a Deep Hierarchical Encoder Nov 17, 2018 Articles Data Augmentation
Code Code Available Deep learning framework DNN with conditional WGAN for protein solubility prediction Nov 17, 2018 BIG-bench Machine Learning Data Augmentation
— Unverified AclNet: efficient end-to-end audio classification CNN Nov 16, 2018 Audio Classification Classification
— Unverified ProstateGAN: Mitigating Data Bias via Prostate Diffusion Imaging Synthesis with Generative Adversarial Networks Nov 14, 2018 Data Augmentation Image Generation
— Unverified Deep Neural Network Augmentation: Generating Faces for Affect Analysis Nov 12, 2018 Data Augmentation Face Generation
— Unverified Automatic kidney segmentation in ultrasound images using subsequent boundary distance regression and pixelwise classification networks Nov 12, 2018 Classification Data Augmentation
— Unverified Learning data augmentation policies using augmented random search Nov 12, 2018 Data Augmentation reinforcement-learning
Code Code Available Imagining an Engineer: On GAN-Based Data Augmentation Perpetuating Biases Nov 9, 2018 Data Augmentation
— Unverified ColorUNet: A convolutional classification approach to colorization Nov 7, 2018 Classification Colorization
— Unverified An amplitudes-perturbation data augmentation method in convolutional neural networks for EEG decoding Nov 6, 2018 Brain Computer Interface Data Augmentation
— Unverified Code-switching Sentence Generation by Generative Adversarial Networks and its Application to Data Augmentation Nov 6, 2018 Data Augmentation Generative Adversarial Network
Code Code Available 