Metric Learning

Paper Group ANR 1280

January 27, 2020

MaLTESE: Large-Scale Simulation-Driven Machine Learning for Transient Driving Cycles. Variational Auto-Decoder. Show, Match and Segment: Joint Weakly Supervised Learning of Semantic Matching and Object Co-segmentation. Modeling Embedding Dimension Correlations via Convolutional Neural Collaborative Filtering. Designing Evaluations of Machine Learni …

Paper Group ANR 1281

January 27, 2020

Attacker Behaviour Profiling using Stochastic Ensemble of Hidden Markov Models. Effects of data ambiguity and cognitive biases on the interpretability of machine learning models in humanitarian decision making. The Runtime of the Compact Genetic Algorithm on Jump Functions. Learning Variable Ordering Heuristics for Solving Constraint Satisfaction P …

Paper Group ANR 1303

January 27, 2020

Blockwise Based Detection of Local Defects. Continuous Adaptation for Interactive Object Segmentation by Learning from Corrections. Deep Optimization model for Screen Content Image Quality Assessment using Neural Networks. Semi-Supervised Exploration in Image Retrieval. Deep Learning for Hybrid 5G Services in Mobile Edge Computing Systems: Learn fr …

Paper Group ANR 1322

January 27, 2020

Face Detection in Camera Captured Images of Identity Documents under Challenging Conditions. Self-Selective Correlation Ship Tracking Method for Smart Ocean System. Rethinking Arithmetic for Deep Neural Networks. Textual analysis of artificial intelligence manuscripts reveals features associated with peer review outcome. Longitudinal Motion Plannin …

Paper Group ANR 1331

January 27, 2020

Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging. Audience measurement using a top-view camera and oriented trajectories. I-MAD: A Novel Interpretable Malware Detector Using Hierarchical Transformer. Multi-player Multi-Armed Bandits with non-zero rewards on collisions for uncoordinated spectrum access. A novel me …

Paper Group ANR 1332

January 27, 2020

On the Minimax Optimality of Estimating the Wasserstein Metric. Soft-ranking Label Encoding for Robust Facial Age Estimation. Customizing Pareto Simulated Annealing for Multi-objective Optimization of Control Cabinet Layout. Truck Traffic Monitoring with Satellite Images. ViewSynth: Learning Local Features from Depth using View Synthesis. Fast Mult …

Paper Group ANR 1342

January 27, 2020

X-TrainCaps: Accelerated Training of Capsule Nets through Lightweight Software Optimizations. Learning Algorithmic Solutions to Symbolic Planning Tasks with a Neural Computer. Identifying Patient Groups based on Frequent Patterns of Patient Samples. Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training. Mixed-Precision Quantized …

Paper Group ANR 1357

January 26, 2020

SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems. Continual Learning Using World Models for Pseudo-Rehearsal. Layer Dynamics of Linearised Neural Nets. Locally Differentially Private Minimum Finding. Optimizing Stochastic Gradient Descent in Text Classification Based on Fine-Tuning Hyper-Parameters Approach. A Case …

Paper Group ANR 1378

January 26, 2020

WCE Polyp Detection with Triplet based Embeddings. Accurate Vision-based Manipulation through Contact Reasoning. Enhancing PIO Element Detection in Medical Text Using Contextualized Embedding. Are Perceptually-Aligned Gradients a General Property of Robust Classifiers?. How Robust Are Graph Neural Networks to Structural Noise?. A Fast-Optimal Guara …

Paper Group ANR 1388

January 26, 2020

Modal clustering asymptotics with applications to bandwidth selection. Debiasing Word Embeddings Improves Multimodal Machine Translation. A-Phase classification using convolutional neural networks. Electroencephalography based Classification of Long-term Stress using Psychological Labeling. Machine learning without a feature set for detecting burst …

Paper Group ANR 1412

January 26, 2020

A Research Platform for Multi-Robot Dialogue with Humans. Cognitive and motor compliance in intentional human-robot interaction. Hypothesis-based Belief Planning for Dexterous Grasping. Road Damage Detection Acquisition System based on Deep Neural Networks for Physical Asset Management. Dual Heuristic Dynamic Programing Control of Grid-Connected Sy …

Paper Group ANR 1413

January 26, 2020

Robust Deep Graph Based Learning for Binary Classification. Human Activity Recognition for Edge Devices. Learning Deterministic Policy with Target for Power Control in Wireless Networks. A Conditional Generative Model for Predicting Material Microstructures from Processing Methods. Unsupervised Generative 3D Shape Learning from Natural Images. Fuzz …

Paper Group ANR 1423

January 26, 2020

Attention-Guided Lightweight Network for Real-Time Segmentation of Robotic Surgical Instruments. Deep Robust Single Image Depth Estimation Neural Network Using Scene Understanding. Improving Generalization in Meta Reinforcement Learning using Learned Objectives. Real-Time EEG Classification via Coresets for BCI Applications. Evaluating the Robustne …

Paper Group ANR 1482

January 26, 2020

A CNN toolbox for skin cancer classification. Endotracheal Tube Detection and Segmentation in Chest Radiographs using Synthetic Data. Spectral Characterization of functional MRI data on voxel-resolution cortical graphs. Control-Tutored Reinforcement Learning: an application to the Herding Problem. Neural Check-Worthiness Ranking with Weak Supervisi …

Paper Group ANR 1485

January 26, 2020

Understanding overfitting peaks in generalization error: Analytical risk curves for $l_2$ and $l_1$ penalized interpolation. Active Scene Learning. Discovering Implicational Knowledge in Wikidata. Adaptive Hedging under Delayed Feedback. Diversified Co-Attention towards Informative Live Video Commenting. Towards Multimodal Emotion Recognition in Ge …

Paper Group ANR 1492

January 26, 2020

Multi-Scale Convolutions for Learning Context Aware Feature Representations. The Zero Resource Speech Challenge 2019: TTS without T. Distributionally Robust Language Modeling. Interpretable Automated Machine Learning in Maana(TM) Knowledge Platform. Cross-Domain Adaptation for Animal Pose Estimation. A Summarization System for Scientific Documents. …

Paper Group ANR 1493

January 26, 2020

Natural and Adversarial Error Detection using Invariance to Image Transformations. CoopNet: Cooperative Convolutional Neural Network for Low-Power MCUs. Bandit Principal Component Analysis. Knowledge representation and diagnostic inference using Bayesian networks in the medical discourse. Probabilistic Multimodal Modeling for Human-Robot Interactio …

Paper Group ANR 1547

January 26, 2020

Time-Dynamic Estimates of the Reliability of Deep Semantic Segmentation Networks. Towards Successful Social Media Advertising: Predicting the Influence of Commercial Tweets. Predicting Choice with Set-Dependent Aggregation. Extracting robust and accurate features via a robust information bottleneck. Hybrid-Attention based Decoupled Metric Learning …

Paper Group ANR 1550

January 26, 2020

Multimodal Semantic Attention Network for Video Captioning. Stability and Generalization of Graph Convolutional Neural Networks. Automatic financial feature construction based on neural network. Recognizing License Plates in Real-Time. Divide and Couple: Using Monte Carlo Variational Objectives for Posterior Approximation. Effective transfer learni …

Paper Group ANR 1553

January 26, 2020

Improved PAC-Bayesian Bounds for Linear Regression. Reinforcement Learning with Convolutional Reservoir Computing. Detecting Hardly Visible Roads in Low-Resolution Satellite Time Series Data. Fast Portrait Segmentation with extremely light-weight network. The LoDoPaB-CT Dataset: A Benchmark Dataset for Low-Dose CT Reconstruction Methods. Attention …

Paper Group ANR 1557

January 26, 2020

Controllable Data Synthesis Method for Grammatical Error Correction. Brain Tumor Synthetic Segmentation in 3D Multimodal MRI Scans. Interpreting deep learning prediction of the Parkinson’s disease diagnosis from SPECT imaging. Obfuscation via Information Density Estimation. Analyzing the Limitations of Cross-lingual Word Embedding Mappings. Multisc …

Paper Group ANR 1568

January 26, 2020

Analysis and Visualization of Deep Neural Networks in Device-Free Wi-Fi Indoor Localization. Learning Monocular Visual Odometry through Geometry-Aware Curriculum Learning. Modeling and Analysis of Tagging Networks in Stack Exchange Communities. Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT. Sparse2Den …

Paper Group ANR 1572

January 26, 2020

The Missing Data Encoder: Cross-Channel Image Completion\with Hide-And-Seek Adversarial Network. Scheduling optimization of parallel linear algebra algorithms using Supervised Learning. Generating Sentiment-Preserving Fake Online Reviews Using Neural Language Models and Their Human- and Machine-based Detection. Automatic Model Monitoring for Data …

Paper Group ANR 1614

January 26, 2020

SWAG: Item Recommendations using Convolutions on Weighted Graphs. Few-shot Learning with Meta Metric Learners. PRINCE: Provider-side Interpretability with Counterfactual Explanations in Recommender Systems. U-Net Training with Instance-Layer Normalization. Pairwise Interactive Graph Attention Network for Context-Aware Recommendation. An Automatic I …

Paper Group ANR 1624

January 25, 2020

Is perturbation an effective restart strategy?. Surprises in High-Dimensional Ridgeless Least Squares Interpolation. Handwritten Text Segmentation via End-to-End Learning of Convolutional Neural Network. Discriminative structural graph classification. Estimation of 2D Velocity Model using Acoustic Signals and Convolutional Neural Networks. Realism …

Paper Group ANR 1632

January 25, 2020

Resolution enhancement in scanning electron microscopy using deep learning. Automated Classification of Seizures against Nonseizures: A Deep Learning Approach. FOSNet: An End-to-End Trainable Deep Neural Network for Scene Recognition. Spatiotemporal Feature Learning for Event-Based Vision. Learnability Can Be Independent of ZFC Axioms: Explanations …

Paper Group ANR 1633

January 25, 2020

Improving the Robustness of Deep Neural Networks via Adversarial Training with Triplet Loss. Integrating Spatial Configuration into Heatmap Regression Based CNNs for Landmark Localization. Road Network Reconstruction from Satellite Images with Machine Learning Supported by Topological Methods. Composite Neural Network: Theory and Application to PM2 …

Paper Group ANR 1635

January 25, 2020

Adjusting Rate of Spread Factors through Derivative-Free Optimization: A New Methodology to Improve the Performance of Forest Fire Simulators. Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data. Learning to Align Multi-Camera Domains using Part-Aware Clustering for Unsupervised Video Person Re-Identification. Vide …