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 18011810 of 6092 papers

TitleStatusHype
Dynamic-Weighted Simplex Strategy for Learning Enabled Cyber Physical SystemsCode0
Large-Scale Mixed-Traffic and Intersection Control using Multi-agent Reinforcement LearningCode0
LaneNet: Real-Time Lane Detection Networks for Autonomous DrivingCode0
A General Framework for Uncertainty Estimation in Deep LearningCode0
Just Go with the Flow: Self-Supervised Scene Flow EstimationCode0
Bias Behind the Wheel: Fairness Testing of Autonomous Driving SystemsCode0
KDMOS:Knowledge Distillation for Motion SegmentationCode0
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AICode0
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
Joint 3D Proposal Generation and Object Detection from View AggregationCode0
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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