Metric Learning

Paper Group ANR 603

January 29, 2020

RNN-based Generative Model for Fine-Grained Sketching. Joint shape learning and segmentation for medical images using a minimalistic deep network. NEMO: Future Object Localization Using Noisy Ego Priors. Credit Card Fraud Detection Using Autoencoder Neural Network. Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction. Contextu …

Paper Group ANR 617

January 29, 2020

Pose estimation and bin picking for deformable products. Salient Slices: Improved Neural Network Training and Performance with Image Entropy. Cascaded Revision Network for Novel Object Captioning. Data Valuation using Reinforcement Learning. Global Optimality Guarantees For Policy Gradient Methods. Motion Generation Considering Situation with Condi …

Paper Group ANR 618

January 29, 2020

Spectral Overlap and a Comparison of Parameter-Free, Dimensionality Reduction Quality Metrics. Waterfall Atrous Spatial Pooling Architecture for Efficient Semantic Segmentation. A data-driven approach for multiscale elliptic PDEs with random coefficients based on intrinsic dimension reduction. Graph Data on the Web: extend the pivot, don’t reinvent …

Paper Group ANR 630

January 29, 2020

Redirection Controller Using Reinforcement Learning. Robust Learning-based Predictive Control for Constrained Nonlinear Systems. Polynomial-time Updates of Epistemic States in a Fragment of Probabilistic Epistemic Argumentation (Technical Report). Supervized Segmentation with Graph-Structured Deep Metric Learning. A Many Objective Optimization Appr …

Paper Group ANR 1049

January 28, 2020

Prediction of Dashed Café Wall illusion by the Classical Receptive Field Model. EEG-Based Emotion Recognition Using Regularized Graph Neural Networks. Active inference body perception and action for humanoid robots. Invariant Tensor Feature Coding. Adversarial Video Generation on Complex Datasets. Distilling Policy Distillation. Permutation Recover …

Paper Group ANR 1050

January 28, 2020

3D-aCortex: An Ultra-Compact Energy-Efficient Neurocomputing Platform Based on Commercial 3D-NAND Flash Memories. Image retrieval approach based on local texture information derived from predefined patterns and spatial domain information. A Double Residual Compression Algorithm for Efficient Distributed Learning. Multi-User MABs with User Dependent …

Paper Group ANR 1053

January 28, 2020

Neural tangent kernels, transportation mappings, and universal approximation. An enhanced KNN-based twin support vector machine with stable learning rules. Learning Compact Models for Planning with Exogenous Processes. RGB-D Individual Segmentation. Distance Geometry and Data Science. Robustness Of Saak Transform Against Adversarial Attacks. Ultra- …

Paper Group ANR 1054

January 28, 2020

Advances on CNN-based super-resolution of Sentinel-2 images. Deep Distributional Sequence Embeddings Based on a Wasserstein Loss. Towards Automated Sexual Violence Report Tracking. A Control-Model-Based Approach for Reinforcement Learning. Identification In Missing Data Models Represented By Directed Acyclic Graphs. Design and Results of the Second …

Paper Group ANR 792

January 28, 2020

CreditPrint: Credit Investigation via Geographic Footprints by Deep Learning. Towards Learning to Detect and Predict Contact Events on Vision-based Tactile Sensors. Optical Flow Techniques for Facial Expression Analysis: Performance Evaluation and Improvements. SegMap: Segment-based mapping and localization using data-driven descriptors. A Comparat …

Paper Group ANR 858

January 28, 2020

Revealing Backdoors, Post-Training, in DNN Classifiers via Novel Inference on Optimized Perturbations Inducing Group Misclassification. Adversarial Feature Learning in Brain Interfacing: An Experimental Study on Eliminating Drowsiness Effects. Predicting passenger origin-destination in online taxi-hailing systems. An Empirical Study of Factors Affe …

Paper Group ANR 864

January 28, 2020

Road User Detection in Videos. Comment on “Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network”. Chart Auto-Encoders for Manifold Structured Data. A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms. Representation Learning of Music Using Artist, Album, and Track Information. Validation of image-guided c …

Paper Group ANR 865

January 28, 2020

Fast Multi-Agent Temporal-Difference Learning via Homotopy Stochastic Primal-Dual Optimization. A unified framework of predicting binary interestingness of images based on discriminant correlation analysis and multiple kernel learning. Deep Aggregation of Regional Convolutional Activations for Content Based Image Retrieval. Implications of Computer …

Paper Group ANR 885

January 28, 2020

Deep Metric Learning using Similarities from Nonlinear Rank Approximations. Graph Neural Networks for Maximum Constraint Satisfaction. Compiler-Level Matrix Multiplication Optimization for Deep Learning. Ensemble-based kernel learning for a class of data assimilation problems with imperfect forward simulators. A Conceptually Well-Founded Characteri …

Paper Group ANR 893

January 28, 2020

Single MR Image Super-Resolution via Channel Splitting and Serial Fusion Network. Learning a Deep Convolution Network with Turing Test Adversaries for Microscopy Image Super Resolution. Combined State and Parameter Estimation in Level-Set Methods. Multi-Task Ordinal Regression for Jointly Predicting the Trustworthiness and the Leading Political Ide …

Paper Group ANR 911

January 28, 2020

On the Use/Misuse of the Term ‘Phoneme’. COIN: A Large-scale Dataset for Comprehensive Instructional Video Analysis. Nonlinear Discovery of Slow Molecular Modes using State-Free Reversible VAMPnets. Evolutionary reinforcement learning of dynamical large deviations. Visual Agreement Regularized Training for Multi-Modal Machine Translation. Simple 1- …

Paper Group ANR 942

January 28, 2020

Federated Evaluation of On-device Personalization. Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health. Empirical Bayes Method for Boltzmann Machines. Intermittent Demand Forecasting with Deep Renewal Processes. GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level. …

Paper Group ANR 955

January 28, 2020

Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network. What’s in my Room? Object Recognition on Indoor Panoramic Images. Brain-Inspired Inference on Missing Video Sequence. Improving a State-of-the-Art Heuristic for the Minimum Latency Problem with Data Mining. Large-scale text processing pipeline with A …

Paper Group ANR 968

January 28, 2020

Deep learning control of artificial avatars in group coordination tasks. On Learning Meaningful Code Changes via Neural Machine Translation. Sparse Solutions of a Class of Constrained Optimization Problems. Discourse Tagging for Scientific Evidence Extraction. Learning Landmark-Based Ensembles with Random Fourier Features and Gradient Boosting. Col …

Paper Group ANR 998

January 28, 2020

A note on ‘A fully parallel 3D thinning algorithm and its applications’. Provably Correct Learning Algorithms in the Presence of Time-Varying Features Using a Variational Perspective. Estimation of Tissue Oxygen Saturation from RGB images and Sparse Hyperspectral Signals based on Conditional Generative Adversarial Network. Assembly line balancing w …

Paper Group ANR 1069

January 27, 2020

A novel active learning-based Gaussian process metamodelling strategy for estimating the full probability distribution in forward UQ analysis. Machine learning for subgroup discovery under treatment effect. Unsupervised Domain Adaptation using Graph Transduction Games. ENCORE: Ensemble Learning using Convolution Neural Machine Translation for Autom …

Paper Group ANR 1130

January 27, 2020

Memory Integrity of CNNs for Cross-Dataset Facial Expression Recognition. Few-Shot Bayesian Imitation Learning with Logical Program Policies. Extracting urban water by combining deep learning and Google Earth Engine. Disentangling Style and Content in Anime Illustrations. Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Quest …

Paper Group ANR 1134

January 27, 2020

The University of Edinburgh’s Submissions to the WMT19 News Translation Task. A review on Neural Turing Machine. Finite-Sum Smooth Optimization with SARAH. A Learning Framework for Distribution-Based Game-Theoretic Solution Concepts. Common Mode Patterns for Supervised Tensor Subspace Learning. Robust Environmental Sound Recognition with Sparse Key …

Paper Group ANR 1148

January 27, 2020

Shapelets for earthquake detection. A greedy constructive algorithm for the optimization of neural network architectures. Improving 3D Object Detection for Pedestrians with Virtual Multi-View Synthesis Orientation Estimation. ORC Layout: Adaptive GUI Layout with OR-Constraints. Rethinking Exposure Bias In Language Modeling. Mean Field Limit of the …

Paper Group ANR 1149

January 27, 2020

On Boosting Semantic Street Scene Segmentation with Weak Supervision. Intra-clip Aggregation for Video Person Re-identification. Bridging Stereo Matching and Optical Flow via Spatiotemporal Correspondence. Multi-Scale Body-Part Mask Guided Attention for Person Re-identification. Person Re-identification with Metric Learning using Privileged Informa …

Paper Group ANR 1150

January 27, 2020

Pretrained Language Models for Document-Level Neural Machine Translation. Data-dependent Sample Complexity of Deep Neural Networks via Lipschitz Augmentation. Single Camera Training for Person Re-identification. Image Deconvolution with Deep Image and Kernel Priors. Liver segmentation and metastases detection in MR images using convolutional neural …

Paper Group ANR 1171

January 27, 2020

CUDA: Contradistinguisher for Unsupervised Domain Adaptation. Importance-Aware Learning for Neural Headline Editing. Would a File by Any Other Name Seem as Malicious?. COPYCAT: Practical Adversarial Attacks on Visualization-Based Malware Detection. Multi-scale Deep Neural Networks for Solving High Dimensional PDEs. How Does Batch Normalization Help …

Paper Group ANR 1185

January 27, 2020

Testing Scenario Library Generation for Connected and Automated Vehicles, Part II: Case Studies. Multiview-Consistent Semi-Supervised Learning for 3D Human Pose Estimation. Real-time Memory Efficient Large-pose Face Alignment via Deep Evolutionary Network. Financial series prediction using Attention LSTM. Robust Data-driven Profile-based Pricing Sc …

Paper Group ANR 1205

January 27, 2020

Consistent Cross-view Matching for Unsupervised Person Re-identification. Bayesian Optimization for Materials Design with Mixed Quantitative and Qualitative Variables. Dynamic Network Embeddings for Network Evolution Analysis. Minimax bounds for structured prediction. Robust Anomaly Detection and Backdoor Attack Detection Via Differential Privacy. …