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 36713680 of 6092 papers

TitleStatusHype
Confidence-based federated distillation for vision-based lane-centering0
DeltaNN: Assessing the Impact of Computational Environment Parameters on the Performance of Image Recognition ModelsCode0
Risk-Aware Reward Shaping of Reinforcement Learning Agents for Autonomous DrivingCode0
Mitigating Backdoor Attack Via Prerequisite Transformation0
Milestones in Autonomous Driving and Intelligent Vehicles Part II: Perception and Planning0
OCBEV: Object-Centric BEV Transformer for Multi-View 3D Object Detection0
CALICO: Self-Supervised Camera-LiDAR Contrastive Pre-training for BEV Perception0
Learning Sampling Dictionaries for Efficient and Generalizable Robot Motion Planning with Transformers0
Doubly Robust Self-TrainingCode0
AD-PT: Autonomous Driving Pre-Training with Large-scale Point Cloud Dataset0
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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