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 36113620 of 6092 papers

TitleStatusHype
Towards Automated Safety Coverage and Testing for Autonomous Vehicles with Reinforcement Learning0
Towards Autonomous Driving: a Multi-Modal 360^ Perception Proposal0
Towards Autonomous Driving of Personal Mobility with Small and Noisy Dataset using Tsallis-statistics-based Behavioral Cloning0
Autonomous Driving Small-Scale Cars: A Survey of Recent Development0
Towards Autonomous Riding: A Review of Perception, Planning, and Control in Intelligent Two-Wheelers0
Towards Benchmarking and Assessing the Safety and Robustness of Autonomous Driving on Safety-critical Scenarios0
Monocular Outdoor Semantic Mapping with a Multi-task Network0
Toward Scalable Verification for Safety-Critical Deep Networks0
Towards Consistent and Explainable Motion Prediction using Heterogeneous Graph Attention0
Towards Corner Case Detection for Autonomous Driving0
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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