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 1120 of 6092 papers

TitleStatusHype
3DGAA: Realistic and Robust 3D Gaussian-based Adversarial Attack for Autonomous Driving0
LifelongPR: Lifelong knowledge fusion for point cloud place recognition based on replay and prompt learningCode0
Scene-Aware Conversational ADAS with Generative AI for Real-Time Driver Assistance0
I^2-World: Intra-Inter Tokenization for Efficient Dynamic 4D Scene ForecastingCode2
Review of Feed-forward 3D Reconstruction: From DUSt3R to VGGT0
Objectomaly: Objectness-Aware Refinement for OoD Segmentation with Structural Consistency and Boundary Precision0
3DGS_LSR:Large_Scale Relocation for Autonomous Driving Based on 3D Gaussian Splatting0
MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video UnderstandingCode1
LeAD: The LLM Enhanced Planning System Converged with End-to-end Autonomous Driving0
TigAug: Data Augmentation for Testing Traffic Light Detection in Autonomous Driving Systems0
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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