Data Augmentation

Paper Group AWR 216

February 1, 2020

Indices Matter: Learning to Index for Deep Image Matting. Collaborative Policy Learning for Open Knowledge Graph Reasoning. Unsupervised Feature Learning for Point Cloud by Contrasting and Clustering With Graph Convolutional Neural Network. Cross-X Learning for Fine-Grained Visual Categorization. ZEN: Pre-training Chinese Text Encoder Enhanced by N …

Paper Group AWR 220

February 1, 2020

Exploring Language Similarities with Dimensionality Reduction Technique. Practical Deep Learning with Bayesian Principles. MLQA: Evaluating Cross-lingual Extractive Question Answering. Attentive Modality Hopping Mechanism for Speech Emotion Recognition. Temporal Localization of Moments in Video Collections with Natural Language. An Unsupervised Aut …

Paper Group AWR 222

February 1, 2020

SMART tracking: Simultaneous anatomical imaging and real-time passive device tracking for MR-guided interventions. exBERT: A Visual Analysis Tool to Explore Learned Representations in Transformers Models. Extracting Success from IBM’s 20-Qubit Machines Using Error-Aware Compilation. Multi-step Cascaded Networks for Brain Tumor Segmentation. Similar …

Paper Group AWR 235

February 1, 2020

Decoupling Localization and Classification in Single Shot Temporal Action Detection. Dataset Culling: Towards Efficient Training Of Distillation-Based Domain Specific Models. Reinforcement Learning for Market Making in a Multi-agent Dealer Market. LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation. Learning Hierarchic …

Paper Group AWR 237

February 1, 2020

Star-Transformer. Estimating Solar Irradiance Using Sky Imagers. Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search. Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach. Self-supervised Scale Equivariant Network for Weakly Supervised Semantic Segmentation. Joint Learning of Saliency Detecti …

Paper Group AWR 261

February 1, 2020

A Survey on Document-level Machine Translation: Methods and Evaluation. Single-Channel Signal Separation and Deconvolution with Generative Adversarial Networks. Exploiting BERT for End-to-End Aspect-based Sentiment Analysis. Model Development Process. Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy. Semantically Tied Pa …

Paper Group AWR 265

February 1, 2020

Continuous Meta-Learning without Tasks. Exact Combinatorial Optimization with Graph Convolutional Neural Networks. Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets. Metric Learning for Dynamic Text Classification. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling. Rethinking Zero …

Paper Group AWR 273

February 1, 2020

Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding. Supervised Online Hashing via Hadamard Codebook Learning. Reconstructing continuous distributions of 3D protein structure from cryo-EM images. Node Embedding over Temporal Graphs. Minibatch Processing in Spiking Neural Networks. Improving Neural Response …

Paper Group AWR 279

February 1, 2020

Exploiting temporal consistency for real-time video depth estimation. Unsupervised Single Image Underwater Depth Estimation. Shape Robust Text Detection with Progressive Scale Expansion Network. Segmentation of Roots in Soil with U-Net. Multi-scale Cell Instance Segmentation with Keypoint Graph based Bounding Boxes. Human Pose Estimation for Real-W …

Paper Group AWR 287

February 1, 2020

Exploiting the Redundancy in Convolutional Filters for Parameter Reduction. Animal Detection in Man-made Environments. Evaluating Commonsense in Pre-trained Language Models. Collaborative Translational Metric Learning. A Bi-Directional Co-Design Approach to Enable Deep Learning on IoT Devices. Compressing Gradient Optimizers via Count-Sketches. Ass …

Paper Group AWR 290

February 1, 2020

Effective parameter estimation methods for an ExcitNet model in generative text-to-speech systems. PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI. Variational Pretraining for Semi-supervised Text Classification. Towards Verified Stochastic Variational Inference for Probabilistic Programs. Po …

Paper Group AWR 293

February 1, 2020

PaccMann$^{RL}$: Designing anticancer drugs from transcriptomic data via reinforcement learning. Finding Archetypal Spaces Using Neural Networks. GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image Analysis. Audio Denoising with Deep Network Priors. Systematic quantitative analyses reveal the folk-zoological knowledge embedded …

Paper Group AWR 301

February 1, 2020

Logo-2K+: A Large-Scale Logo Dataset for Scalable Logo Classification. Meta-learning of textual representations. Query-based Deep Improvisation. Adversarial Feature Distribution Alignment for Semi-Supervised Learning. DeepShift: Towards Multiplication-Less Neural Networks. Multimodal Transformer for Unaligned Multimodal Language Sequences. Aestheti …

Paper Group AWR 311

February 1, 2020

A Graph Theoretic Additive Approximation of Optimal Transport. Physics-Informed Neural Networks for Power Systems. Air Learning: An AI Research Platform for Algorithm-Hardware Benchmarking of Autonomous Aerial Robots. Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders. Robust Conditional GAN from Un …

Paper Group AWR 323

February 1, 2020

One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers. Automated Segmentation of CT Scans for Normal Pressure Hydrocephalus. Probabilistic Face Embeddings. GradVis: Visualization and Second Order Analysis of Optimization Surfaces during the Training of Deep Neural Networks. Hierarchy-of-Visual-Words: …

Paper Group AWR 324

February 1, 2020

Personalizing Dialogue Agents via Meta-Learning. Consistent Dialogue Generation with Self-supervised Feature Learning. Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks. Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations. Learning the Difference that Makes a Difference with …

Paper Group AWR 330

February 1, 2020

Arabic Text Diacritization Using Deep Neural Networks. Pose Estimation of Periacetabular Osteotomy Fragments with Intraoperative X-Ray Navigation. Topological Machine Learning for Multivariate Time Series. Uncovering the Semantics of Wikipedia Categories. Estimating Information-Theoretic Quantities with Uncertainty Forests. A Prior of a Googol Gaus …

Paper Group AWR 331

February 1, 2020

DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better. MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension. Improving Exploration in Soft-Actor-Critic with Normalizing Flows Policies. Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution s …

Paper Group AWR 333

February 1, 2020

TechNet: Technology Semantic Network Based on Patent Data. Benchmark for Generic Product Detection: A Low Data Baseline for Dense Object Detection. Deep Session Interest Network for Click-Through Rate Prediction. CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB. Learning Trajectory Dependencies for Human Motion Prediction. NL …

Paper Group AWR 336

February 1, 2020

Hamiltonian Neural Networks. Passage Re-ranking with BERT. FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation. A Real-Time Wideband Neural Vocoder at 1.6 kb/s Using LPCNet. Planning with Goal-Conditioned Policies. Accurate and Robust Alignment of Variable-stained Histologic Images Using a General-purpose Greedy Diffeomorphic Registration Tool …

Paper Group AWR 350

February 1, 2020

Edge-labeling Graph Neural Network for Few-shot Learning. CubiCasa5K: A Dataset and an Improved Multi-Task Model for Floorplan Image Analysis. CFSNet: Toward a Controllable Feature Space for Image Restoration. Breast Cancer Diagnosis with Transfer Learning and Global Pooling. LYTNet: A Convolutional Neural Network for Real-Time Pedestrian Traffic L …

Paper Group AWR 355

February 1, 2020

Adapting Multilingual Neural Machine Translation to Unseen Languages. Adversarial Policy Gradient for Deep Learning Image Augmentation. TalkSumm: A Dataset and Scalable Annotation Method for Scientific Paper Summarization Based on Conference Talks. Story Ending Prediction by Transferable BERT. Learning Optimal Data Augmentation Policies via Bayesia …

Paper Group AWR 356

February 1, 2020

Investigating BERT’s Knowledge of Language: Five Analysis Methods with NPIs. The Sensitivity of Counterfactual Fairness to Unmeasured Confounding. Alternating Roles Dialog Model with Large-scale Pre-trained Language Models. FinBERT: Financial Sentiment Analysis with Pre-trained Language Models. Representation of Constituents in Neural Language Mode …

Paper Group AWR 365

February 1, 2020

A Tsetlin Machine with Multigranular Clauses. In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point Processes. Tha3aroon at NSURL-2019 Task 8: Semantic Question Similarity in Arabic. Adversarial Augmentation for Enhancing Classification of Mammography Images. Persistent Homolog …

Paper Group AWR 366

February 1, 2020

Robust sound event detection in bioacoustic sensor networks. Learning Metrics from Teachers: Compact Networks for Image Embedding. SciBERT: A Pretrained Language Model for Scientific Text. Noisy Supervision for Correcting Misaligned Cadaster Maps Without Perfect Ground Truth Data. Learning to synthesise the ageing brain without longitudinal data. A …

Paper Group AWR 75

February 1, 2020

Exploring spectro-temporal features in end-to-end convolutional neural networks. On Slicing Sorted Integer Sequences. Warp and Learn: Novel Views Generation for Vehicles and Other Objects. FFA-Net: Feature Fusion Attention Network for Single Image Dehazing. Transductive Zero-Shot Learning with Visual Structure Constraint. Generalisation dynamics of …

Paper Group AWR 78

February 1, 2020

Illumination-Based Data Augmentation for Robust Background Subtraction. Structural Similarity based Anatomical and Functional Brain Imaging Fusion. Boosting: Why You Can Use the HP Filter. One-element Batch Training by Moving Window. Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation. HARE: a Flexible Highlight …

Paper Group AWR 87

February 1, 2020

Time-to-Event Prediction with Neural Networks and Cox Regression. The FLoRes Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English. Semantic-Transferable Weakly-Supervised Endoscopic Lesions Segmentation. Theoretically Principled Trade-off between Robustness and Accuracy. Cascade R-CNN: High Quality Object Det …