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 56015625 of 6092 papers

TitleStatusHype
Dynamic Input for Deep Reinforcement Learning in Autonomous Driving0
Effortless Deep Training for Traffic Sign Detection Using Templates and Arbitrary Natural ImagesCode0
Conf-Net: Toward High-Confidence Dense 3D Point-Cloud with Error-Map PredictionCode0
Analyzing the Variety Loss in the Context of Probabilistic Trajectory Prediction0
Class-specific Anchoring Proposal for 3D Object Recognition in LIDAR and RGB Images0
Speeding Up Iterative Closest Point Using Stochastic Gradient DescentCode0
Characterizing Attacks on Deep Reinforcement LearningCode0
Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognition0
GRIP++: Enhanced Graph-based Interaction-aware Trajectory Prediction for Autonomous DrivingCode1
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is ComingCode0
A General Framework for Uncertainty Estimation in Deep LearningCode0
Improved Reinforcement Learning through Imitation Learning Pretraining Towards Image-based Autonomous Driving0
Adversarial Sensor Attack on LiDAR-based Perception in Autonomous Driving0
Autonomous Driving in the Lung using Deep Learning for Localization0
Improving 3D Object Detection for Pedestrians with Virtual Multi-View Synthesis Orientation Estimation0
M3D-RPN: Monocular 3D Region Proposal Network for Object DetectionCode1
S&CNet: Monocular Depth Completion for Autonomous Systems and 3D Reconstruction0
A Survey of Deep Learning-based Object Detection0
Adversarial Objects Against LiDAR-Based Autonomous Driving Systems0
Utilizing Eye Gaze to Enhance the Generalization of Imitation Networks to Unseen Environments0
PhysGAN: Generating Physical-World-Resilient Adversarial Examples for Autonomous Driving0
3D Multi-Object Tracking: A Baseline and New Evaluation MetricsCode0
A Multi-Stage Clustering Framework for Automotive Radar Data0
Large-scale, real-time visual-inertial localization revisited0
Voxel-FPN: multi-scale voxel feature aggregation in 3D object detection from point clouds0
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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