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 21512175 of 6092 papers

TitleStatusHype
CertainNet: Sampling-free Uncertainty Estimation for Object Detection0
Experimental Insights Towards Explainable and Interpretable Pedestrian Crossing Prediction0
Centimeter-Level Indoor Localization using Channel State Information with Recurrent Neural Networks0
Approximate Inverse Reinforcement Learning from Vision-based Imitation Learning0
Experience-Based Heuristic Search: Robust Motion Planning with Deep Q-Learning0
Expectation vs. Reality: Towards Verification of Psychological Games0
Exiting the Simulation: The Road to Robust and Resilient Autonomous Vehicles at Scale0
ExelMap: Explainable Element-based HD-Map Change Detection and Update0
CenterRadarNet: Joint 3D Object Detection and Tracking Framework using 4D FMCW Radar0
Applying Semantic Segmentation to Autonomous Cars in the Snowy Environment0
Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning0
Addressing Limitations of State-Aware Imitation Learning for Autonomous Driving0
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning0
Evolutionary Trigger Detection and Lightweight Model Repair Based Backdoor Defense0
CenterLineDet: CenterLine Graph Detection for Road Lanes with Vehicle-mounted Sensors by Transformer for HD Map Generation0
EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis0
EvOcc: Accurate Semantic Occupancy for Automated Driving Using Evidence Theory0
Centaur: Robust End-to-End Autonomous Driving with Test-Time Training0
Applications of Large Scale Foundation Models for Autonomous Driving0
Evidential Uncertainty Estimation for Multi-Modal Trajectory Prediction0
Every Dataset Counts: Scaling up Monocular 3D Object Detection with Joint Datasets Training0
CE-NPBG: Connectivity Enhanced Neural Point-Based Graphics for Novel View Synthesis in Autonomous Driving Scenes0
Event Transformer+. A multi-purpose solution for efficient event data processing0
Event Guided Depth Sensing0
Why Autonomous Vehicles Are Not Ready Yet: A Multi-Disciplinary Review of Problems, Attempted Solutions, and Future Directions0
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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