SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 55015550 of 6092 papers

TitleStatusHype
Multi-Agent Connected Autonomous Driving using Deep Reinforcement LearningCode0
Adaptive Probabilistic Vehicle Trajectory Prediction Through Physically Feasible Bayesian Recurrent Neural Network0
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine0
Vision-Based Lane-Changing Behavior Detection Using Deep Residual Neural Network0
H_ Model-free Reinforcement Learning with Robust Stability GuaranteeCode0
Detecting Driveable Area for Autonomous Vehicles0
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation0
Liability Design for Autonomous Vehicles and Human-Driven Vehicles: A Hierarchical Game-Theoretic Approach0
DLA: Dense-Layer-Analysis for Adversarial Example Detection0
SoildNet: Soiling Degradation Detection in Autonomous Driving0
Multi Modal Semantic Segmentation using Synthetic Data0
Sequential image processing methods for improving semantic video segmentation algorithms0
GRIP: Graph-based Interaction-aware Trajectory PredictionCode0
Traffic Sign Detection and Recognition for Autonomous Driving in Virtual Simulation Environment0
Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving0
Driving Datasets Literature Review0
Identifying Unknown Instances for Autonomous Driving0
Learning an Uncertainty-Aware Object Detector for Autonomous DrivingCode0
Winning the ICCV 2019 Learning to Drive Challenge0
Learning Resilient Behaviors for Navigation Under Uncertainty0
ALGAMES: A Fast Solver for Constrained Dynamic GamesCode0
Self-supervised classification of dynamic obstacles using the temporal information provided by videos0
Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction0
A Survey of Deep Learning Techniques for Autonomous Driving0
Recurrent Attentive Neural Process for Sequential Data0
A Hybrid Compact Neural Architecture for Visual Place RecognitionCode0
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints0
Federated Transfer Reinforcement Learning for Autonomous Driving0
ICPS-net: An End-to-End RGB-based Indoor Camera Positioning System using deep convolutional neural networks0
MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior PredictionCode0
FuseMODNet: Real-Time Camera and LiDAR based Moving Object Detection for robust low-light Autonomous Driving0
Autonomous Driving using Safe Reinforcement Learning by Incorporating a Regret-based Human Lane-Changing Decision Model0
NADS-Net: A Nimble Architecture for Driver and Seat Belt Detection via Convolutional Neural Networks0
Organization of machine learning based product development as per ISO 26262 and ISO/PAS 214480
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving0
Talk2Nav: Long-Range Vision-and-Language Navigation with Dual Attention and Spatial Memory0
Self-supervised learning for autonomous vehicles perception: A conciliation between analytical and learning methods0
Generating Semantic Adversarial Examples with Differentiable Rendering0
Using Image Priors to Improve Scene Understanding0
Global visual localization in LiDAR-maps through shared 2D-3D embedding space0
Attacking Vision-based Perception in End-to-End Autonomous Driving ModelsCode0
CamNet: Coarse-to-Fine Retrieval for Camera Re-Localization0
SkyScapes Fine-Grained Semantic Understanding of Aerial Scenes0
AdvIT: Adversarial Frames Identifier Based on Temporal Consistency in Videos0
Spatial Correspondence With Generative Adversarial Network: Learning Depth From Monocular Videos0
Joint Prediction for Kinematic Trajectories in Vehicle-Pedestrian-Mixed Scenes0
Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual LocalizationCode0
Accurate Monocular 3D Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving0
Dynamic Interaction-Aware Scene Understanding for Reinforcement Learning in Autonomous Driving0
Enhancing Object Detection in Adverse Conditions using Thermal Imaging0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified