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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 81–90 of 6092 papers

TitleStatusHype
Foundation Models in Autonomous Driving: A Survey on Scenario Generation and Scenario AnalysisCode2
Poutine: Vision-Language-Trajectory Pre-Training and Reinforcement Learning Post-Training Enable Robust End-to-End Autonomous Driving—0
LRSLAM: Low-rank Representation of Signed Distance Fields in Dense Visual SLAM System—0
QuadricFormer: Scene as Superquadrics for 3D Semantic Occupancy PredictionCode2
Using Language and Road Manuals to Inform Map Reconstruction for Autonomous Driving—0
Adv-BMT: Bidirectional Motion Transformer for Safety-Critical Traffic Scenario Generation—0
RoCA: Robust Cross-Domain End-to-End Autonomous Driving—0
ECAM: A Contrastive Learning Approach to Avoid Environmental Collision in Trajectory ForecastingCode0
ODG: Occupancy Prediction Using Dual Gaussians—0
Leveraging Depth and Language for Open-Vocabulary Domain-Generalized Semantic SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95—Unverified
2InterFuserDriving Score76.18—Unverified
3TCPDriving Score75.14—Unverified
4TF++ WPDriving Score66.32—Unverified
5Learning From All Vehicles (LAV)Driving Score61.85—Unverified
6TransFuserDriving Score61.18—Unverified
7TransFuser (Reproduced)Driving Score55.04—Unverified
8TCP (Reproduced)Driving Score47.91—Unverified
9Latent TransFuserDriving Score45.2—Unverified
10GRIADDriving Score36.79—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17—Unverified
2TransFuserRC56.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91—Unverified
2TransFuserRC78.41—Unverified