Trajectory Prediction

Paper Group AWR 102

October 21, 2019

Multimodal Generative Models for Scalable Weakly-Supervised Learning. Topology classification with deep learning to improve real-time event selection at the LHC. Interpretable and Compositional Relation Learning by Joint Training with an Autoencoder. emrQA: A Large Corpus for Question Answering on Electronic Medical Records. Differentiable Fine-gra …

Paper Group AWR 121

October 21, 2019

Visual Graphs from Motion (VGfM): Scene understanding with object geometry reasoning. Deep Sequence Learning with Auxiliary Information for Traffic Prediction. Integrating kinematics and environment context into deep inverse reinforcement learning for predicting off-road vehicle trajectories. Neural Non-Stationary Spectral Kernel. A snapshot on non …

Paper Group AWR 60

October 21, 2019

NeuralREG: An end-to-end approach to referring expression generation. Generating Easy-to-Understand Referring Expressions for Target Identifications. Reparameterization Gradient for Non-differentiable Models. Convolutional Social Pooling for Vehicle Trajectory Prediction. CSV: Image Quality Assessment Based on Color, Structure, and Visual System. L …

Paper Group AWR 189

October 20, 2019

Extending Stan for Deep Probabilistic Programming. Strong Baselines for Neural Semi-supervised Learning under Domain Shift. Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss. A Span-Extraction Dataset for Chinese Machine Reading Comprehension. Fast Non-Bayesian Poisson Factorization for Implicit-Feedback Recommendations. LPRN …

Paper Group AWR 247

October 20, 2019

Joint Monocular 3D Vehicle Detection and Tracking. StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks. Jensen: An Easily-Extensible C++ Toolkit for Production-Level Machine Learning and Convex Optimization. Facial Landmark Detection for Manga Images. Rotation Equivariance and Invariance in Convolutional …

Paper Group AWR 256

October 20, 2019

Decouple Learning for Parameterized Image Operators. Simultaneous Fidelity and Regularization Learning for Image Restoration. TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents. Modeling natural language emergence with integral transform theory and reinforcement learning. Building Efficient ConvNets using Redundant Feature Pruni …

Paper Group AWR 276

October 20, 2019

M3Fusion: A Deep Learning Architecture for Multi-{Scale/Modal/Temporal} satellite data fusion. Grassmannian Learning: Embedding Geometry Awareness in Shallow and Deep Learning. Adversarial Decomposition of Text Representation. Removing Confounding Factors Associated Weights in Deep Neural Networks Improves the Prediction Accuracy for Healthcare App …

Paper Group AWR 329

October 20, 2019

Evolution-Guided Policy Gradient in Reinforcement Learning. Multi-attention Recurrent Network for Human Communication Comprehension. Amalgamating Knowledge towards Comprehensive Classification. Breaking-down the Ontology Alignment Task with a Lexical Index and Neural Embeddings. Domain Adaptation for Ear Recognition Using Deep Convolutional Neural …

Paper Group ANR 179

October 19, 2019

Multi-granularity Generator for Temporal Action Proposal. Subsampled Optimization: Statistical Guarantees, Mean Squared Error Approximation, and Sampling Method. Proximal Gradient Method for Nonsmooth Optimization over the Stiefel Manifold. Multidomain Document Layout Understanding using Few Shot Object Detection. Intrinsic Universal Measurements o …

Paper Group ANR 183

October 19, 2019

Routing Driverless Transport Vehicles in Car Assembly with Answer Set Programming. Orthogonal Deep Features Decomposition for Age-Invariant Face Recognition. CASED: Curriculum Adaptive Sampling for Extreme Data Imbalance. Phase Retrieval Under a Generative Prior. Incorporating Dictionaries into Deep Neural Networks for the Chinese Clinical Named En …

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 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 455

October 18, 2019

How would surround vehicles move? A Unified Framework for Maneuver Classification and Motion Prediction. Implicit regularization and solution uniqueness in over-parameterized matrix sensing. Action Machine: Rethinking Action Recognition in Trimmed Videos. ComQA: A Community-sourced Dataset for Complex Factoid Question Answering with Paraphrase Clus …

Paper Group ANR 598

October 18, 2019

Positive-Unlabeled Classification under Class Prior Shift and Asymmetric Error. Anticipating epileptic seizures through the analysis of EEG synchronization as a data classification problem. Evolutionary optimisation of neural network models for fish collective behaviours in mixed groups of robots and zebrafish. Word2Vec and Doc2Vec in Unsupervised …

Paper Group ANR 625

October 18, 2019

Fruit Quantity and Quality Estimation using a Robotic Vision System. Attention-based Recurrent Neural Network for Urban Vehicle Trajectory Prediction. Disturbance Grassmann Kernels for Subspace-Based Learning. Mathematics as information compression via the matching and unification of patterns. Pattern Analysis with Layered Self-Organizing Maps. SWA …

Paper Group ANR 628

October 18, 2019

Adpositional Supersenses for Mandarin Chinese. Network Decoupling: From Regular to Depthwise Separable Convolutions. Adversarial Auto-encoders for Speech Based Emotion Recognition. Generating Clues for Gender based Occupation De-biasing in Text. Robust Point Light Source Estimation Using Differentiable Rendering. Are BLEU and Meaning Representation …

Paper Group ANR 709

October 17, 2019

Discriminative Cross-View Binary Representation Learning. Rethinking Diversified and Discriminative Proposal Generation for Visual Grounding. Interval-based Prediction Uncertainty Bound Computation in Learning with Missing Values. A Scalable Framework for Trajectory Prediction. PCA-Based Missing Information Imputation for Real-Time Crash Likelihood …

Paper Group ANR 710

October 17, 2019

Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region. An Evaluation of Trajectory Prediction Approaches and Notes on the TrajNet Benchmark. Deep learning-based super-resolution in coherent imaging systems. Land cover mapping at very high resolution with rotation equivariant CNNs: towards small yet accu …

Paper Group ANR 715

October 17, 2019

Gated Recurrent Networks for Seizure Detection. Collective decision for open set recognition. Video Anomaly Detection and Localization via Gaussian Mixture Fully Convolutional Variational Autoencoder. Saliency Guided Hierarchical Robust Visual Tracking. Shallow Cue Guided Deep Visual Tracking via Mixed Models. Capturing Variabilities from Computed …

Paper Group ANR 716

October 17, 2019

High SNR Consistent Compressive Sensing Without Signal and Noise Statistics. Analyzing and Interpreting Convolutional Neural Networks in NLP. DSNet: Deep and Shallow Feature Learning for Efficient Visual Tracking. Question Answering over Freebase via Attentive RNN with Similarity Matrix based CNN. Underwater Fish Species Classification using Convol …

Paper Group ANR 717

October 17, 2019

Unsupervised Image Decomposition in Vector Layers. Efficient Traffic-Sign Recognition with Scale-aware CNN. Features of word similarity. Stochastic model-based minimization of weakly convex functions. Hierarchical multi-class segmentation of glioma images using networks with multi-level activation function. Sequential Embedding Induced Text Cluster …

Paper Group ANR 718

October 17, 2019

Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks. Dual Control Memory Augmented Neural Networks for Treatment Recommendations. Decomposition Methods with Deep Corrections for Reinforcement Learning. Weak detection in the spiked Wigner model. Explicit Feedbacks Meet with Implicit Feedbacks : …

Paper Group ANR 721

October 17, 2019

A study on the use of Boundary Equilibrium GAN for Approximate Frontalization of Unconstrained Faces to aid in Surveillance. The Taboo Trap: Behavioural Detection of Adversarial Samples. Constrained Counting and Sampling: Bridging the Gap between Theory and Practice. A Survey on Nonconvex Regularization Based Sparse and Low-Rank Recovery in Signal …

Paper Group ANR 722

October 17, 2019

Semi-orthogonal Non-negative Matrix Factorization with an Application in Text Mining. Unsupervised domain-agnostic identification of product names in social media posts. Learning to Separate Multiple Illuminants in a Single Image. A Machine Learning Approach to Air Traffic Route Choice Modelling. Sequence-to-Sequence Prediction of Vehicle Trajector …

Paper Group ANR 1131

October 16, 2019

Unsupervised brain lesion segmentation from MRI using a convolutional autoencoder. MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer. GD-GAN: Generative Adversarial Networks for Trajectory Prediction and Group Detection in Crowds. Optimizing Channel Selection for Seizure Detection. Understanding and correc …

Paper Group ANR 989

October 16, 2019

Short Term Load Forecasting Using Deep Neural Networks. Unsupervised Meta-Learning for Reinforcement Learning. Suggesting Cooking Recipes Through Simulation and Bayesian Optimization. High-confidence error estimates for learned value functions. Multichannel Sound Event Detection Using 3D Convolutional Neural Networks for Learning Inter-channel Feat …

Paper Group NAWR 25

October 16, 2019

Predicting Brain Activation with WordNet Embeddings. Multi-scale Residual Network for Image Super-Resolution. A Structured Syntax-Semantics Interface for English-AMR Alignment. Sequence-to-sequence Models for Cache Transition Systems. Extending Layered Models to 3D Motion. From Neural Re-Ranking to Neural Ranking: Learning a Sparse Representation f …

Paper Group NAWR 29

October 16, 2019

Deep Video Super-Resolution Network Using Dynamic Upsampling Filters Without Explicit Motion Compensation. Contour Knowledge Transfer for Salient Object Detection. Inexact trust-region algorithms on Riemannian manifolds. Fixing Translation Divergences in Parallel Corpora for Neural MT. Encoding Crowd Interaction With Deep Neural Network for Pedestr …