Data Augmentation

Paper Group AWR 348

October 20, 2019

Towards High Resolution Video Generation with Progressive Growing of Sliced Wasserstein GANs. Unsupervised Representation Learning by Predicting Image Rotations. Simultaneous Edge Alignment and Learning. RepMet: Representative-based metric learning for classification and one-shot object detection. Deep Learning using Rectified Linear Units (ReLU). …

Paper Group ANR 111

October 19, 2019

A Machine Learning Framework for Register Placement Optimization in Digital Circuit Design. On balanced clustering with tree-like structures over clusters. Cross-Lingual Approaches to Reference Resolution in Dialogue Systems. Hierarchical Neural Network for Extracting Knowledgeable Snippets and Documents. A Simplified Approach to Deep Learning for …

Paper Group ANR 120

October 19, 2019

Entropic Spectral Learning for Large-Scale Graphs. Connectivity in Random Annulus Graphs and the Geometric Block Model. Discretizing Logged Interaction Data Biases Learning for Decision-Making. Evaluating Text GANs as Language Models. Stochastic Block Models with Multiple Continuous Attributes. Instance Optimal Decoding and the Restricted Isometry …

Paper Group ANR 129

October 19, 2019

CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation. Medical code prediction with multi-view convolution and description-regularized label-dependent attention. Predicting optical coherence tomography-derived diabetic macular edema grades from fundus photographs using deep learning. SCPNet: Spatial-Channel Parallelism Network …

Paper Group ANR 130

October 19, 2019

Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation. PAC Learning Guarantees Under Covariate Shift. Measuring the Robustness of Graph Properties. An optimal approximation of discrete random variables with respect to the Kolmogorov distance. Recurrently Controlled Recurrent Net …

Paper Group ANR 135

October 19, 2019

Learning to Grasp Without Seeing. Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances. 4D Temporally Coherent Light-field Video. Floorplan-Jigsaw: Jointly Estimating Scene Layout and Aligning Partial Scans. Story Ending Generation with Incremental Encoding and Commonsense Knowledge. Towards Inference-Oriented Reading Co …

Paper Group ANR 136

October 19, 2019

Straight to the Facts: Learning Knowledge Base Retrieval for Factual Visual Question Answering. Accelerated Randomized Coordinate Descent Algorithms for Stochastic Optimization and Online Learning. KDSL: a Knowledge-Driven Supervised Learning Framework for Word Sense Disambiguation. Multi-Step Prediction of Occupancy Grid Maps with Recurrent Neural …

Paper Group ANR 140

October 19, 2019

Linear model predictive safety certification for learning-based control. On the relationship between Dropout and Equiangular Tight Frames. Deep Neural Networks In Fully Connected CRF For Image Labeling With Social Network Metadata. Semi-supervised Fisher vector network. Sample Efficient Stochastic Variance-Reduced Cubic Regularization Method. A Sim …

Paper Group ANR 154

October 19, 2019

Needle Tip Force Estimation using an OCT Fiber and a Fused convGRU-CNN Architecture. Learning and Inference on Generative Adversarial Quantum Circuits. SlugNERDS: A Named Entity Recognition Tool for Open Domain Dialogue Systems. Disentangling by Partitioning: A Representation Learning Framework for Multimodal Sensory Data. Game Semantics and Linear …

Paper Group ANR 156

October 19, 2019

Code-switching Sentence Generation by Generative Adversarial Networks and its Application to Data Augmentation. Online Convex Optimization for Sequential Decision Processes and Extensive-Form Games. Derivative-free online learning of inverse dynamics models. Real-Time Monocular Object-Model Aware Sparse SLAM. Monocular Object and Plane SLAM in Stru …

Paper Group ANR 158

October 19, 2019

RGB-based 3D Hand Pose Estimation via Privileged Learning with Depth Images. XPCA: Extending PCA for a Combination of Discrete and Continuous Variables. Deep Reinforcement Learning in Ice Hockey for Context-Aware Player Evaluation. Unsupervised learning with contrastive latent variable models. Finding Frequent Entities in Continuous Data. Adversari …

Paper Group ANR 173

October 19, 2019

Lip-Reading Driven Deep Learning Approach for Speech Enhancement. Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds. A Fully Convolutional Neural Network Approach to End-to-End Speech Enhancement. Real-Time Prediction of the Duration of Distribution System Outages. On the Suitability of $L_p$-norms for Creating …

Paper Group ANR 175

October 19, 2019

Semi-supervised Feature Learning For Improving Writer Identification. A Bayesian Approach to Income Inference in a Communication Network. Language Expansion In Text-Based Games. LiDAR and Camera Calibration using Motion Estimated by Sensor Fusion Odometry. An improvement of the convergence proof of the ADAM-Optimizer. Few-Shot Learning with Metric- …

Paper Group ANR 189

October 19, 2019

Why Is My Classifier Discriminatory?. Nudging Neural Conversational Model with Domain Knowledge. HAMLET: Hierarchical Harmonic Filters for Learning Tracts from Diffusion MRI. OneNet: Joint Domain, Intent, Slot Prediction for Spoken Language Understanding. A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symm …

Paper Group ANR 196

October 19, 2019

Real-to-Virtual Domain Unification for End-to-End Autonomous Driving. Reconstruction of training samples from loss functions. Meta-Gradient Reinforcement Learning. Deep Object-Centric Policies for Autonomous Driving. Studying the History of the Arabic Language: Language Technology and a Large-Scale Historical Corpus. Graph Refinement based Tree Ext …

Paper Group ANR 198

October 19, 2019

Model-Agnostic Private Learning via Stability. Profile-guided memory optimization for deep neural networks. Radon Inversion via Deep Learning. A Fully Convolutional Two-Stream Fusion Network for Interactive Image Segmentation. Classifying medical notes into standard disease codes using Machine Learning. A dataset of continuous affect annotations an …

Paper Group ANR 202

October 19, 2019

Track Xplorer: A System for Visual Analysis of Sensor-based Motor Activity Predictions. Definition and evaluation of model-free coordination of electrical vehicle charging with reinforcement learning. VIPL-HR: A Multi-modal Database for Pulse Estimation from Less-constrained Face Video. Analysing Dropout and Compounding Errors in Neural Language Mo …

Paper Group ANR 214

October 19, 2019

Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks. PG-TS: Improved Thompson Sampling for Logistic Contextual Bandits. Understanding Behavior of Clinical Models under Domain Shifts. Structure Learning of Markov Random Fields through Grow-Shrink Maximum Pseudolikelihood Estimation. Cluster-based App …

Paper Group ANR 216

October 19, 2019

Hierarchical ResNeXt Models for Breast Cancer Histology Image Classification. Shape and Margin-Aware Lung Nodule Classification in Low-dose CT Images via Soft Activation Mapping. Fast CapsNet for Lung Cancer Screening. Joint Learning for Pulmonary Nodule Segmentation, Attributes and Malignancy Prediction. Superpixel-guided Two-view Deterministic Ge …

Paper Group ANR 217

October 19, 2019

Looking Beyond a Clever Narrative: Visual Context and Attention are Primary Drivers of Affect in Video Advertisements. Composite Binary Decomposition Networks. Adapting Semantic Segmentation Models for Changes in Illumination and Camera Perspective. Value Alignment, Fair Play, and the Rights of Service Robots. Quantitative Evaluation of Base and De …

Paper Group ANR 226

October 19, 2019

Pixel Level Data Augmentation for Semantic Image Segmentation using Generative Adversarial Networks. Contextual Parameter Generation for Universal Neural Machine Translation. A Bio-inspired Collision Detecotr for Small Quadcopter. Kalman Filter Modifier for Neural Networks in Non-stationary Environments. Comparing Temporal Graphs Using Dynamic Time …

Paper Group ANR 241

October 19, 2019

Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability. GroupReduce: Block-Wise Low-Rank Approximation for Neural Language Model Shrinking. Approach for Semi-automatic Construction of Anti-infective Drug Ontology Based on Entity Linking. An FPGA Implementation of a Time Delay Reservoir Using S …

Paper Group ANR 242

October 19, 2019

Classifying Object Manipulation Actions based on Grasp-types and Motion-Constraints. A Constrained Coupled Matrix-Tensor Factorization for Learning Time-evolving and Emerging Topics. MOBIUS: Model-Oblivious Binarized Neural Networks. Learning to See the Invisible: End-to-End Trainable Amodal Instance Segmentation. Auto-Encoding Scene Graphs for Ima …

Paper Group ANR 266

October 19, 2019

M4CD: A Robust Change Detection Method for Intelligent Visual Surveillance. Long Short-Term Memory as a Dynamically Computed Element-wise Weighted Sum. Distribution-Free Uncertainty Quantification for Kernel Methods by Gradient Perturbations. Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds. ORGaNICs: A Theory of Workin …

Paper Group ANR 268

October 19, 2019

Computationally Efficient Deep Neural Network for Computed Tomography Image Reconstruction. Distributed Anomaly Detection using Autoencoder Neural Networks in WSN for IoT. Circular Antenna Array Design for Breast Cancer Detection. Inferring Multidimensional Rates of Aging from Cross-Sectional Data. Enhancing Cooperative Coevolution for Large Scale …

Paper Group ANR 269

October 19, 2019

Multi-Source Neural Machine Translation with Data Augmentation. Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks. On the Transferability of Representations in Neural Networks Between Datasets and Tasks. Towards Understanding the Generalization Bias of Two Layer Convolutional Li …

Paper Group ANR 277

October 19, 2019

Low-Latency Neural Speech Translation. Long-time predictive modeling of nonlinear dynamical systems using neural networks. Accurate brain extraction using Active Shape Model and Convolutional Neural Networks. Multiple Models for Recommending Temporal Aspects of Entities. A pooling based scene text proposal technique for scene text reading in the wi …

Paper Group ANR 302

October 19, 2019

Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation. A Quality Type-aware Annotated Corpus and Lexicon for Harassment Research. A Hybrid Method for Traffic Flow Forecasting Using Multimodal Deep Learning. A Study of Enhancement, Augmentation, and Autoencoder Methods for Domain Adaptation in Distant Speech Recognition. Automat …