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 50765100 of 6092 papers

TitleStatusHype
Reducing the False Positive Rate Using Bayesian Inference in Autonomous Driving Perception0
Re-Evaluating LiDAR Scene Flow for Autonomous Driving0
RefinedMPL: Refined Monocular PseudoLiDAR for 3D Object Detection in Autonomous Driving0
Refining the ONCE Benchmark with Hyperparameter Tuning0
Reflective Teacher: Semi-Supervised Multimodal 3D Object Detection in Bird's-Eye-View via Uncertainty Measure0
Region-Guided Attack on the Segment Anything Model (SAM)0
Multi-Agent Task Assignment in Vehicular Edge Computing: A Regret-Matching Learning-Based Approach0
REHEARSE-3D: A Multi-modal Emulated Rain Dataset for 3D Point Cloud De-raining0
Reimagining an autonomous vehicle0
Reinforced Wasserstein Training for Severity-Aware Semantic Segmentation in Autonomous Driving0
Adaptive Optimal Control for Reference Tracking Independent of Exo-System Dynamics0
Reinforcement Learning Based Oscillation Dampening: Scaling up Single-Agent RL algorithms to a 100 AV highway field operational test0
Reinforcement Learning Based Safe Decision Making for Highway Autonomous Driving0
Reinforcement Learning for Autonomous Driving with Latent State Inference and Spatial-Temporal Relationships0
Reinforcement Learning for Joint V2I Network Selection and Autonomous Driving Policies0
Reinforcement Learning for Online Testing of Autonomous Driving Systems: a Replication and Extension Study0
Reinforcement Learning for Predicting Traffic Accidents0
Reinforcement Learning From Imperfect Corrective Actions And Proxy Rewards0
Reinforcement Learning with Probabilistic Guarantees for Autonomous Driving0
Reinforcement Learning with Uncertainty Estimation for Tactical Decision-Making in Intersections0
Relative Geometry-Aware Siamese Neural Network for 6DOF Camera Relocalization0
Reliability-Driven LiDAR-Camera Fusion for Robust 3D Object Detection0
Reliable AI: Does the Next Generation Require Quantum Computing?0
Reliable Explainability of Deep Learning Spatial-Spectral Classifiers for Improved Semantic Segmentation in Autonomous Driving0
ReliOcc: Towards Reliable Semantic Occupancy Prediction via Uncertainty Learning0
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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