| EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness against Adversarial Attacks | Apr 21, 2020 | Self-Driving Cars | CodeCode Available | 0 |
| Traffic Lane Detection using FCN | Apr 19, 2020 | DecoderLane Detection | —Unverified | 0 |
| Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface | Apr 13, 2020 | BIG-bench Machine LearningSelf-Driving Cars | —Unverified | 0 |
| It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction | Apr 4, 2020 | Autonomous NavigationMulti-future Trajectory Prediction | CodeCode Available | 1 |
| A Robust Statistics Approach for Plane Detection in Unorganized Point Clouds | Apr 1, 2020 | Self-Driving Cars | CodeCode Available | 1 |
| Editable Neural Networks | Apr 1, 2020 | Face IdentificationGeneral Classification | CodeCode Available | 1 |
| Detecting Adversarial Examples in Learning-Enabled Cyber-Physical Systems using Variational Autoencoder for Regression | Mar 21, 2020 | Conformal PredictionPrediction | —Unverified | 0 |
| Uncertainty depth estimation with gated images for 3D reconstruction | Mar 11, 2020 | 3D ReconstructionDepth Completion | —Unverified | 0 |
| SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks | Mar 3, 2020 | Acoustic Scene ClassificationGPU | CodeCode Available | 1 |
| Image-based OoD-Detector Principles on Graph-based Input Data in Human Action Recognition | Mar 3, 2020 | Action RecognitionMetric Learning | —Unverified | 0 |
| MVP: Unified Motion and Visual Self-Supervised Learning for Large-Scale Robotic Navigation | Mar 2, 2020 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 |
| "Who is Driving around Me?" Unique Vehicle Instance Classification using Deep Neural Features | Feb 29, 2020 | General ClassificationObject | —Unverified | 0 |
| UnMask: Adversarial Detection and Defense Through Robust Feature Alignment | Feb 21, 2020 | Medical DiagnosisSelf-Driving Cars | CodeCode Available | 1 |
| AdvMS: A Multi-source Multi-cost Defense Against Adversarial Attacks | Feb 19, 2020 | Malware DetectionSelf-Driving Cars | —Unverified | 0 |
| R-MADDPG for Partially Observable Environments and Limited Communication | Feb 16, 2020 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 |
| An LSTM-Based Autonomous Driving Model Using Waymo Open Dataset | Feb 14, 2020 | Autonomous DrivingSelf-Driving Cars | CodeCode Available | 1 |
| FRSign: A Large-Scale Traffic Light Dataset for Autonomous Trains | Feb 5, 2020 | Self-Driving Cars | —Unverified | 0 |
| A Novel Graph based Trajectory Predictor with Pseudo Oracle | Feb 2, 2020 | Graph AttentionPedestrian Trajectory Prediction | —Unverified | 0 |
| Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems | Jan 28, 2020 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Stochastic Finite State Control of POMDPs with LTL Specifications | Jan 21, 2020 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Trajectron++: Dynamically-Feasible Trajectory Forecasting With Heterogeneous Data | Jan 9, 2020 | Motion ForecastingSelf-Driving Cars | CodeCode Available | 1 |
| An Abstraction Model for Semantic Segmentation Algorithms | Dec 27, 2019 | Diversitymodel | —Unverified | 0 |
| High Resolution Millimeter Wave Imaging For Self-Driving Cars | Dec 19, 2019 | Self-Driving CarsVocal Bursts Intensity Prediction | —Unverified | 0 |
| The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction | Dec 13, 2019 | Autonomous DrivingHuman motion prediction | CodeCode Available | 1 |
| Quantifying Urban Canopy Cover with Deep Convolutional Neural Networks | Dec 3, 2019 | Self-Driving CarsSemantic Segmentation | CodeCode Available | 0 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 |
| PointPainting: Sequential Fusion for 3D Object Detection | Nov 22, 2019 | 3D Object DetectionObject | CodeCode Available | 1 |
| Automatic Testing With Reusable Adversarial Agents | Oct 30, 2019 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| Attacking Optical Flow | Oct 22, 2019 | DecoderOptical Flow Estimation | CodeCode Available | 0 |
| Depth-wise Decomposition for Accelerating Separable Convolutions in Efficient Convolutional Neural Networks | Oct 21, 2019 | Self-Driving Cars | —Unverified | 0 |
| Teaching Vehicles to Anticipate: A Systematic Study on Probabilistic Behavior Prediction Using Large Data Sets | Oct 17, 2019 | Self-Driving Cars | —Unverified | 0 |
| Conditional Driving from Natural Language Instructions | Oct 16, 2019 | Imitation LearningSelf-Driving Cars | —Unverified | 0 |
| A Hybrid Compact Neural Architecture for Visual Place Recognition | Oct 15, 2019 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 0 |
| Semantic Understanding of Foggy Scenes with Purely Synthetic Data | Oct 9, 2019 | Scene UnderstandingSelf-Driving Cars | CodeCode Available | 0 |
| GLADAS: Gesture Learning for Advanced Driver Assistance Systems | Oct 2, 2019 | Autonomous VehiclesGesture Recognition | —Unverified | 0 |
| Learning with Protection: Rejection of Suspicious Samples under Adversarial Environment | Sep 25, 2019 | BIG-bench Machine LearningBinary Classification | —Unverified | 0 |
| Talk2Car: Taking Control of Your Self-Driving Car | Sep 24, 2019 | Autonomous DrivingObject | CodeCode Available | 1 |
| Social and Scene-Aware Trajectory Prediction in Crowded Spaces | Sep 19, 2019 | PredictionSelf-Driving Cars | CodeCode Available | 1 |
| A*3D Dataset: Towards Autonomous Driving in Challenging Environments | Sep 17, 2019 | 3D Object DetectionAutonomous Driving | CodeCode Available | 0 |
| Towards Assume-Guarantee Profiles for Autonomous Vehicles | Sep 12, 2019 | Autonomous VehiclesSelf-Driving Cars | —Unverified | 0 |
| Context Aware Road-user Importance Estimation (iCARE) | Aug 30, 2019 | Decision MakingSelf-Driving Cars | —Unverified | 0 |
| StarNet: Targeted Computation for Object Detection in Point Clouds | Aug 29, 2019 | 3D Object DetectionObject | —Unverified | 0 |
| How far should self-driving cars see? Effect of observation range on vehicle self-localization | Aug 19, 2019 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Neural Image Compression and Explanation | Aug 9, 2019 | General Classificationimage-classification | CodeCode Available | 0 |
| Exploiting Sparse Semantic HD Maps for Self-Driving Vehicle Localization | Aug 8, 2019 | Self-Driving Cars | —Unverified | 0 |
| To Learn or Not to Learn: Visual Localization from Essential Matrices | Aug 4, 2019 | Mixed RealityPose Estimation | —Unverified | 0 |
| EnSyth: A Pruning Approach to Synthesis of Deep Learning Ensembles | Jul 22, 2019 | Deep LearningEnsemble Learning | —Unverified | 0 |
| End-to-end sensor modeling for LiDAR Point Cloud | Jul 17, 2019 | BIG-bench Machine LearningSelf-Driving Cars | —Unverified | 0 |
| Separable Convolutional LSTMs for Faster Video Segmentation | Jul 16, 2019 | GPUImage Segmentation | CodeCode Available | 1 |
| Metamorphic Detection of Adversarial Examples in Deep Learning Models With Affine Transformations | Jul 10, 2019 | Face RecognitionSelf-Driving Cars | —Unverified | 0 |