Back-Translation-Style Data Augmentation for End-to-End ASR Jul 28, 2018 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Acoustic and Textual Data Augmentation for Improved ASR of Code-Switching Speech Jul 28, 2018 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Characters Detection on Namecard with faster RCNN Jul 27, 2018 Data Augmentation
— Unverified Deep Learning Methods and Applications for Region of Interest Detection in Dermoscopic Images Jul 27, 2018 Data Augmentation object-detection
— Unverified Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks Jul 26, 2018 Data Augmentation Diversity
— Unverified ISIC 2017 Skin Lesion Segmentation Using Deep Encoder-Decoder Network Jul 24, 2018 Data Augmentation Decoder
— Unverified MVDepthNet: Real-time Multiview Depth Estimation Neural Network Jul 23, 2018 Data Augmentation Decoder
Code Code Available Improving Automatic Skin Lesion Segmentation using Adversarial Learning based Data Augmentation Jul 23, 2018 Data Augmentation Generative Adversarial Network
— Unverified Automatic Speech Recognition for Humanitarian Applications in Somali Jul 23, 2018 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Conditional Infilling GANs for Data Augmentation in Mammogram Classification Jul 21, 2018 Breast Cancer Detection Cancer Classification
Code Code Available Monocular Object Orientation Estimation using Riemannian Regression and Classification Networks Jul 19, 2018 Classification Data Augmentation
Code Code Available Bio-Measurements Estimation and Support in Knee Recovery through Machine Learning Jul 19, 2018 BIG-bench Machine Learning Data Augmentation
— Unverified Modeling Visual Context is Key to Augmenting Object Detection Datasets Jul 19, 2018 Data Augmentation object-detection
Code Code Available Learning Noise-Invariant Representations for Robust Speech Recognition Jul 17, 2018 Data Augmentation Representation Learning
— Unverified Robust Deep Multi-modal Learning Based on Gated Information Fusion Network Jul 17, 2018 Data Augmentation object-detection
— Unverified A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation Jul 16, 2018 Data Augmentation Medical Image Analysis
Code Code Available Semi-supervised Feature Learning For Improving Writer Identification Jul 15, 2018 Data Augmentation
— Unverified Deep neural network ensemble by data augmentation and bagging for skin lesion classification Jul 15, 2018 Data Augmentation General Classification
— Unverified Neural Networks Regularization Through Representation Learning Jul 13, 2018 Data Augmentation Representation Learning
Code Code Available Deep semi-supervised segmentation with weight-averaged consistency targets Jul 12, 2018 Data Augmentation General Classification
— Unverified Subsampled Turbulence Removal Network Jul 12, 2018 Data Augmentation
— Unverified Hydranet: Data Augmentation for Regression Neural Networks Jul 12, 2018 Data Augmentation Medical Image Analysis
— Unverified Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations Jul 11, 2018 Data Augmentation Denoising
— Unverified High-Resolution Mammogram Synthesis using Progressive Generative Adversarial Networks Jul 9, 2018 Data Augmentation Image Generation
— Unverified Data Augmentation for Detection of Architectural Distortion in Digital Mammography using Deep Learning Approach Jul 6, 2018 Data Augmentation
— Unverified Sequence-to-Sequence Data Augmentation for Dialogue Language Understanding Jul 4, 2018 Data Augmentation Diversity
Code Code Available HAMLET: Hierarchical Harmonic Filters for Learning Tracts from Diffusion MRI Jul 3, 2018 Data Augmentation Diffusion MRI
— Unverified Learning under selective labels in the presence of expert consistency Jul 2, 2018 Data Augmentation Decision Making
— Unverified Semantically Equivalent Adversarial Rules for Debugging NLP models Jul 1, 2018 Data Augmentation Question Answering
Code Code Available Dependent Relational Gamma Process Models for Longitudinal Networks Jul 1, 2018 Data Augmentation
— Unverified CMMC-BDRC Solution to the NLP-TEA-2018 Chinese Grammatical Error Diagnosis Task Jul 1, 2018 Data Augmentation General Classification
— Unverified Shape-from-Mask: A Deep Learning Based Human Body Shape Reconstruction from Binary Mask Images Jun 22, 2018 Data Augmentation
— Unverified Improving brain computer interface performance by data augmentation with conditional Deep Convolutional Generative Adversarial Networks Jun 19, 2018 Brain Computer Interface Data Augmentation
— Unverified HitNet: a neural network with capsules embedded in a Hit-or-Miss layer, extended with hybrid data augmentation and ghost capsules Jun 18, 2018 Data Augmentation
Code Code Available Learning to Evaluate Image Captioning Jun 17, 2018 8k Data Augmentation
Code Code Available Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention Jun 16, 2018 Data Augmentation Domain Adaptation
— Unverified A Study of Enhancement, Augmentation, and Autoencoder Methods for Domain Adaptation in Distant Speech Recognition Jun 13, 2018 Data Augmentation Distant Speech Recognition
— Unverified Sample Dropout for Audio Scene Classification Using Multi-Scale Dense Connected Convolutional Neural Network Jun 12, 2018 Acoustic Scene Classification Classification
— Unverified Semantically Selective Augmentation for Deep Compact Person Re-Identification Jun 11, 2018 Clustering Data Augmentation
— Unverified Data augmentation instead of explicit regularization Jun 11, 2018 Data Augmentation Object Categorization
Code Code Available Transformationally Identical and Invariant Convolutional Neural Networks through Symmetric Element Operators Jun 10, 2018 Data Augmentation
— Unverified Lightweight Stochastic Optimization for Minimizing Finite Sums with Infinite Data Jun 8, 2018 Data Augmentation Stochastic Optimization
— Unverified A Systematic Evaluation of Recent Deep Learning Architectures for Fine-Grained Vehicle Classification Jun 8, 2018 Classification Data Augmentation
Code Code Available Findings of the Second Workshop on Neural Machine Translation and Generation Jun 8, 2018 Data Augmentation Domain Adaptation
— Unverified Speaker-Follower Models for Vision-and-Language Navigation Jun 7, 2018 Data Augmentation Vision and Language Navigation
Code Code Available Generative Adversarial Networks for Realistic Synthesis of Hyperspectral Samples Jun 7, 2018 Data Augmentation
— Unverified Training Augmentation with Adversarial Examples for Robust Speech Recognition Jun 7, 2018 Data Augmentation Robust Speech Recognition
— Unverified Study and development of a Computer-Aided Diagnosis system for classification of chest x-ray images using convolutional neural networks pre-trained for ImageNet and data augmentation Jun 3, 2018 Data Augmentation General Classification
— Unverified DA-GAN: Instance-Level Image Translation by Deep Attention Generative Adversarial Networks Jun 1, 2018 Data Augmentation Deep Attention
— Unverified Lyb3b at SemEval-2018 Task 11: Machine Comprehension Task using Deep Learning Models Jun 1, 2018 Data Augmentation Reading Comprehension
— Unverified 