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 26012610 of 6092 papers

TitleStatusHype
BEV-SAN: Accurate BEV 3D Object Detection via Slice Attention Networks0
Analyze Drivers' Intervention Behavior During Autonomous Driving -- A VR-incorporated Approach0
AdaOcc: Adaptive-Resolution Occupancy Prediction0
BEVPose: Unveiling Scene Semantics through Pose-Guided Multi-Modal BEV Alignment0
DriveGPT: Scaling Autoregressive Behavior Models for Driving0
DriveGPT4-V2: Harnessing Large Language Model Capabilities for Enhanced Closed-Loop Autonomous Driving0
BEV-MODNet: Monocular Camera based Bird's Eye View Moving Object Detection for Autonomous Driving0
Analytical Safety Bounds for Trajectory Following Controllers in Autonomous Vehicles0
DriveGPT4: Interpretable End-to-end Autonomous Driving via Large Language Model0
DriveGenVLM: Real-world Video Generation for Vision Language Model based 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