Improving singing voice separation with the Wave-U-Net using Minimum Hyperspherical Energy Oct 22, 2019 Data Augmentation image-classification
Code Code Available Using Speech Synthesis to Train End-to-End Spoken Language Understanding Models Oct 21, 2019 Data Augmentation Natural Language Understanding
Code Code Available Boosting Mapping Functionality of Neural Networks via Latent Feature Generation based on Reversible Learning Oct 21, 2019 Data Augmentation Face Recognition
— Unverified MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning Oct 21, 2019 Data Augmentation Image Segmentation
Code Code Available Cascaded Generation of High-quality Color Visible Face Images from Thermal Captures Oct 21, 2019 Data Augmentation Face Alignment
— Unverified Good, Better, Best: Textual Distractors Generation for Multiple-Choice Visual Question Answering via Reinforcement Learning Oct 21, 2019 Data Augmentation Decision Making
— Unverified Label-efficient audio classification through multitask learning and self-supervision Oct 19, 2019 Audio Classification Classification
— Unverified MonaLog: a Lightweight System for Natural Language Inference Based on Monotonicity Oct 19, 2019 Data Augmentation Natural Language Inference
Code Code Available Real-Time Lip Sync for Live 2D Animation Oct 19, 2019 Constrained Lip-synchronization Data Augmentation
Code Code Available Towards More Sample Efficiency in Reinforcement Learning with Data Augmentation Oct 19, 2019 Data Augmentation Deep Reinforcement Learning
Code Code Available Illumination-Based Data Augmentation for Robust Background Subtraction Oct 18, 2019 Data Augmentation Foreground Segmentation
Code Code Available Automatic Data Augmentation by Learning the Deterministic Policy Oct 18, 2019 Data Augmentation Deep Reinforcement Learning
Code Code Available Anatomically-Informed Data Augmentation for functional MRI with Applications to Deep Learning Oct 17, 2019 Data Augmentation Hyperparameter Optimization
— Unverified ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness Oct 15, 2019 Adversarial Attack Data Augmentation
— Unverified Self-supervised Label Augmentation via Input Transformations Oct 14, 2019 Data Augmentation imbalanced classification
Code Code Available Sketch-Specific Data Augmentation for Freehand Sketch Recognition Oct 14, 2019 Data Augmentation Image Retrieval
— Unverified Generative Image Translation for Data Augmentation in Colorectal Histopathology Images Oct 13, 2019 Data Augmentation image-classification
Code Code Available Cross-Domain Image Classification through Neural-Style Transfer Data Augmentation Oct 12, 2019 Classification Data Augmentation
Code Code Available Towards DeepSpray: Using Convolutional Neural Network to post-process Shadowgraphy Images of Liquid Atomization Oct 11, 2019 Data Augmentation
— Unverified Adversarial Pulmonary Pathology Translation for Pairwise Chest X-ray Data Augmentation Oct 11, 2019 Data Augmentation Image-to-Image Translation
Code Code Available Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning Oct 11, 2019 Data Augmentation Deep Reinforcement Learning
Code Code Available Efficient and Adaptive Kernelization for Nonlinear Max-margin Multi-view Learning Oct 11, 2019 Data Augmentation MULTI-VIEW LEARNING
— Unverified First Order Ambisonics Domain Spatial Augmentation for DNN-based Direction of Arrival Estimation Oct 10, 2019 Data Augmentation Direction of Arrival Estimation
— Unverified Unconstrained Road Marking Recognition with Generative Adversarial Networks Oct 10, 2019 Data Augmentation Deblurring
— Unverified A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification Oct 9, 2019 Data Augmentation General Classification
— Unverified CONAN -- COunter NArratives through Nichesourcing: a Multilingual Dataset of Responses to Fight Online Hate Speech Oct 8, 2019 Data Augmentation Translation
— Unverified Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back Translation Oct 7, 2019 Data Augmentation Diversity
— Unverified Kornia: an Open Source Differentiable Computer Vision Library for PyTorch Oct 5, 2019 Camera Calibration Data Augmentation
Code Code Available Controlled Text Generation for Data Augmentation in Intelligent Artificial Agents Oct 4, 2019 Data Augmentation Decoder
— Unverified Two Stream Networks for Self-Supervised Ego-Motion Estimation Oct 4, 2019 Data Augmentation Motion Estimation
— Unverified ANDA: A Novel Data Augmentation Technique Applied to Salient Object Detection Oct 3, 2019 Data Augmentation Image Augmentation
Code Code Available Partial differential equation regularization for supervised machine learning Oct 3, 2019 BIG-bench Machine Learning Classification
— Unverified Learning Dense Wide Baseline Stereo Matching for People Oct 2, 2019 Data Augmentation Stereo Matching
— Unverified Cardiac Segmentation of LGE MRI with Noisy Labels Oct 2, 2019 Cardiac Segmentation Data Augmentation
— Unverified Data Augmentation Based on Distributed Expressions in Text Classification Tasks Oct 1, 2019 Classification Data Augmentation
— Unverified AdaTransform: Adaptive Data Transformation Oct 1, 2019 Data Augmentation
— Unverified Augmenting learning using symmetry in a biologically-inspired domain Oct 1, 2019 Data Augmentation image-classification
— Unverified Student Specialization in Deep ReLU Networks With Finite Width and Input Dimension Sep 30, 2019 Data Augmentation Inductive Bias
— Unverified On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints Sep 30, 2019 Data Augmentation Question Answering
— Unverified LIP: Learning Instance Propagation for Video Object Segmentation Sep 30, 2019 Data Augmentation Instance Segmentation
— Unverified RandAugment: Practical automated data augmentation with a reduced search space Sep 30, 2019 Data Augmentation Domain Generalization
Code Code Available Lifelong Neural Topic Learning in Contextualized Autoregressive Topic Models of Language via Informative Transfers Sep 29, 2019 Data Augmentation Hallucination
— Unverified Automatically Learning Data Augmentation Policies for Dialogue Tasks Sep 27, 2019 Data Augmentation Dialogue Generation
Code Code Available Urban Sound Tagging using Convolutional Neural Networks Sep 27, 2019 Data Augmentation Environmental Sound Classification
Code Code Available Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Sep 26, 2019 counterfactual Data Augmentation
Code Code Available Graph-Preserving Grid Layout: A Simple Graph Drawing Method for Graph Classification using CNNs Sep 26, 2019 Data Augmentation General Classification
— Unverified Unsupervised Image Translation using Adversarial Networks for Improved Plant Disease Recognition Sep 26, 2019 Data Augmentation Image-to-Image Translation
Code Code Available Breast Cancer Diagnosis with Transfer Learning and Global Pooling Sep 26, 2019 Data Augmentation General Classification
— Unverified Explainable Deep Learning for Augmentation of sRNA Expression Profiles Sep 26, 2019 Data Augmentation Deep Learning
— Unverified Implicit Semantic Data Augmentation for Deep Networks Sep 26, 2019 Data Augmentation Image Augmentation
Code Code Available 