Image Classification

Paper Group AWR 218

February 1, 2020

ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks. Gated2Depth: Real-time Dense Lidar from Gated Images. Quantum-inspired canonical correlation analysis for exponentially large dimensional data. Deep Transfer Learning for Multiple Class Novelty Detection. Rotation Invariant Convolutions for 3D Point Cl …

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 227

February 1, 2020

The StarCraft Multi-Agent Challenge. Mapping Informal Settlements in Developing Countries using Machine Learning and Low Resolution Multi-spectral Data. Semantic Graph Convolutional Networks for 3D Human Pose Regression. Learning Invariant Representations of Social Media Users. DOVER: A Method for Combining Diarization Outputs. Protecting Geolocati …

Paper Group AWR 231

February 1, 2020

Rule-Guided Compositional Representation Learning on Knowledge Graphs. DataLearner: A Data Mining and Knowledge Discovery Tool for Android Smartphones and Tablets. Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search. Neural Language Models as Psycholinguistic Subjects: Representations of Syntactic State. Bridging …

Paper Group AWR 232

February 1, 2020

Lemotif: An Affective Visual Journal Using Deep Neural Networks. DEDUCE: Diverse scEne Detection methods in Unseen Challenging Environments. Cross-lingual Alignment vs Joint Training: A Comparative Study and A Simple Unified Framework. EAT-NAS: Elastic Architecture Transfer for Accelerating Large-scale Neural Architecture Search. An Updated Duet Mo …

Paper Group AWR 234

February 1, 2020

FoodX-251: A Dataset for Fine-grained Food Classification. On Dimensional Linguistic Properties of the Word Embedding Space. A Full Probabilistic Model for Yes/No Type Crowdsourcing in Multi-Class Classification. Tracing Network Evolution Using the PARAFAC2 Model. Tensor Canonical Correlation Analysis. Automatic Detection of Protective Behavior in …

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 236

February 1, 2020

Deep Network Classification by Scattering and Homotopy Dictionary Learning. Multi-source Distilling Domain Adaptation. Forget Me Not: Reducing Catastrophic Forgetting for Domain Adaptation in Reading Comprehension. Stokes Inversion based on Convolutional Neural Networks. When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then …

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 238

February 1, 2020

Augmenting a BiLSTM tagger with a Morphological Lexicon and a Lexical Category Identification Step. Understanding Top-k Sparsification in Distributed Deep Learning. Word-Class Embeddings for Multiclass Text Classification. Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication. Ordered SGD: A New Stochastic Optimi …

Paper Group AWR 239

February 1, 2020

Curriculum Learning for Cumulative Return Maximization. ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection. Statistical Model Aggregation via Parameter Matching. Deep Learning Based Chatbot Models. Data assimilation in Agent-based models using creation and annihilation operators. A Capsule Network-based Model fo …

Paper Group AWR 240

February 1, 2020

The Ramanujan Machine: Automatically Generated Conjectures on Fundamental Constants. Ranked List Loss for Deep Metric Learning. Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep Learning. Trouble with the Curve: Predicting Future MLB Players Using Scouting Reports. Explaining Deep Learning-Based Networked Systems. Learning Partial Di …

Paper Group AWR 242

February 1, 2020

Semantic Bottleneck Scene Generation. UAFS: Uncertainty-Aware Feature Selection for Problems with Missing Data. Instance Segmentation based Semantic Matting for Compositing Applications. Stock Forecasting using M-Band Wavelet-Based SVR and RNN-LSTMs Models. Hadamard Matrix Guided Online Hashing. Learning Without Loss. Pre-train and Learn: Preserve …

Paper Group AWR 244

February 1, 2020

Automatically Identifying Complaints in Social Media. A Simple Joint Model for Improved Contextual Neural Lemmatization. Learning To Follow Directions in Street View. JSIS3D: Joint Semantic-Instance Segmentation of 3D Point Clouds with Multi-Task Pointwise Networks and Multi-Value Conditional Random Fields. Neural Volumes: Learning Dynamic Renderab …

Paper Group AWR 245

February 1, 2020

Automated Machine Learning with Monte-Carlo Tree Search. Efficient Neural Interaction Function Search for Collaborative Filtering. Discovering the Compositional Structure of Vector Representations with Role Learning Networks. Transfer Learning for Risk Classification of Social Media Posts: Model Evaluation Study. Pushing the Boundaries of View Extr …

Paper Group AWR 247

February 1, 2020

DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on Attention. Regularizing Neural Networks for Future Trajectory Prediction via Inverse Reinforcement Learning Framework. Graph-Based Object Classification for Neuromorphic Vision Sensing. Tag-based Multi-Span Extraction in Reading Comprehension. Biologically plausible deep le …

Paper Group AWR 248

February 1, 2020

Scale-Aware Trident Networks for Object Detection. Representative Datasets: The Perceptron Case. Practical Open-Loop Optimistic Planning. Real-time Scalable Dense Surfel Mapping. Image Synthesis with a Single (Robust) Classifier. CFM-BD: a distributed rule induction algorithm for building Compact Fuzzy Models in Big Data classification problems. Tr …

Paper Group AWR 250

February 1, 2020

Intention Recognition of Pedestrians and Cyclists by 2D Pose Estimation. The iMaterialist Fashion Attribute Dataset. DELTA: DEep Learning Transfer using Feature Map with Attention for Convolutional Networks. Context Model for Pedestrian Intention Prediction using Factored Latent-Dynamic Conditional Random Fields. Correlation Clustering with Same-Cl …

Paper Group AWR 253

February 1, 2020

Variational Prototyping-Encoder: One-Shot Learning with Prototypical Images. ‘Skimming-Perusal’ Tracking: A Framework for Real-Time and Robust Long-term Tracking. Where are the Masks: Instance Segmentation with Image-level Supervision. Supervised Multimodal Bitransformers for Classifying Images and Text. Attentive Neural Processes. Exchangeable Gen …

Paper Group AWR 256

February 1, 2020

Efficient Exploration via State Marginal Matching. Heavy-Tailed Universality Predicts Trends in Test Accuracies for Very Large Pre-Trained Deep Neural Networks. From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality. Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation. T …

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 267

February 1, 2020

Multiple Object Forecasting: Predicting Future Object Locations in Diverse Environments. Visual Story Post-Editing. Knowledge-Enriched Visual Storytelling. Multiple Testing and Variable Selection along Least Angle Regression’s path. Playgol: learning programs through play. Control Synthesis from Linear Temporal Logic Specifications using Model-Free …

Paper Group AWR 270

February 1, 2020

Scaling Distributed Machine Learning with In-Network Aggregation. A Comprehensive Survey on Graph Neural Networks. Unsupervised Part-Based Disentangling of Object Shape and Appearance. Unpaired Image-to-Speech Synthesis with Multimodal Information Bottleneck. Signet Ring Cell Detection With a Semi-supervised Learning Framework. Cyclical Annealing S …

Paper Group AWR 271

February 1, 2020

No Word is an Island – A Transformation Weighting Model for Semantic Composition. Towards Automatic Concept-based Explanations. Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation. All-In-One Underwater Image Enhancement using Domain-Adversarial Learning. Regularized Fine-grained Meta Face Anti-spoo …

Paper Group AWR 272

February 1, 2020

Graduated Optimization of Black-Box Functions. End-to-End Wireframe Parsing. Dream to Control: Learning Behaviors by Latent Imagination. Single Network Panoptic Segmentation for Street Scene Understanding. Drawing early-bird tickets: Towards more efficient training of deep networks. Fine-grained Sentiment Classification using BERT. Memory Bounded O …

Paper Group AWR 274

February 1, 2020

DeepView: Visualizing the behavior of deep neural networks in a part of the data space. Poisoning Attacks with Generative Adversarial Nets. QPyTorch: A Low-Precision Arithmetic Simulation Framework. Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics. Architectural Middleware that Supports Building High-performance, …

Paper Group AWR 275

February 1, 2020

Beyond Product Quantization: Deep Progressive Quantization for Image Retrieval. A Model to Search for Synthesizable Molecules. Binarized Knowledge Graph Embeddings. OpenBioLink: A benchmarking framework for large-scale biomedical link prediction. FastFusionNet: New State-of-the-Art for DAWNBench SQuAD. A Hitchhiker’s Guide to Statistical Comparison …

Paper Group AWR 276

February 1, 2020

75 Languages, 1 Model: Parsing Universal Dependencies Universally. FedMD: Heterogenous Federated Learning via Model Distillation. Learning distant cause and effect using only local and immediate credit assignment. Competing Neural Networks for Robust Control of Nonlinear Systems. Bayesian Estimation of Mixed Multinomial Logit Models: Advances and S …