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 11611170 of 6092 papers

TitleStatusHype
Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Driving0
RTI-NMPC for Control of Autonomous Vehicles Using Implicit Discretization Methods0
MambaBEV: An efficient 3D detection model with Mamba20
Real-time Stereo-based 3D Object Detection for Streaming PerceptionCode1
Consistency Calibration: Improving Uncertainty Calibration via Consistency among Perturbed Neighbors0
Sparse Prototype Network for Explainable Pedestrian Behavior PredictionCode0
Robust RL with LLM-Driven Data Synthesis and Policy Adaptation for Autonomous Driving0
Trajectory Prediction for Autonomous Driving using Agent-Interaction Graph Embedding0
System-Level Analysis of Module Uncertainty Quantification in the Autonomy Pipeline0
WeatherDG: LLM-assisted Diffusion Model for Procedural Weather Generation in Domain-Generalized Semantic SegmentationCode2
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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