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 24512460 of 6092 papers

TitleStatusHype
A Computer Vision Approach for Autonomous Cars to Drive Safe at Construction Zone0
FSF-Net: Enhance 4D Occupancy Forecasting with Coarse BEV Scene Flow for Autonomous Driving0
Enhancing Pedestrian Trajectory Prediction with Crowd Trip InformationCode0
Curb Your Attention: Causal Attention Gating for Robust Trajectory Prediction in Autonomous Driving0
Goal-based Neural Physics Vehicle Trajectory Prediction Model0
SPformer: A Transformer Based DRL Decision Making Method for Connected Automated Vehicles0
VLMine: Long-Tail Data Mining with Vision Language Models0
Enhancing LLM-based Autonomous Driving Agents to Mitigate Perception Attacks0
Margin-bounded Confidence Scores for Out-of-Distribution DetectionCode0
First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networks0
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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