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 291300 of 6092 papers

TitleStatusHype
SelfOcc: Self-Supervised Vision-Based 3D Occupancy PredictionCode2
A Survey on Multimodal Large Language Models for Autonomous DrivingCode2
Sparse4D v3: Advancing End-to-End 3D Detection and TrackingCode2
FlashOcc: Fast and Memory-Efficient Occupancy Prediction via Channel-to-Height PluginCode2
Tactics2D: A Highly Modular and Extensible Simulator for Driving Decision-makingCode2
On the Road with GPT-4V(ision): Early Explorations of Visual-Language Model on Autonomous DrivingCode2
Large Trajectory Models are Scalable Motion Predictors and PlannersCode2
RoboDepth: Robust Out-of-Distribution Depth Estimation under CorruptionsCode2
Vision Language Models in Autonomous Driving: A Survey and OutlookCode2
UniPAD: A Universal Pre-training Paradigm for Autonomous DrivingCode2
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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