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 35913600 of 6092 papers

TitleStatusHype
Are All Vision Models Created Equal? A Study of the Open-Loop to Closed-Loop Causality Gap0
Enhance Sample Efficiency and Robustness of End-to-end Urban Autonomous Driving via Semantic Masked World Model0
ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial ViewpointsCode1
BAFFLE: Hiding Backdoors in Offline Reinforcement Learning DatasetsCode1
Resolving Class Imbalance for LiDAR-based Object Detector by Dynamic Weight Average and Contextual Ground Truth Sampling0
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
CLAD: A realistic Continual Learning benchmark for Autonomous DrivingCode1
Cross-Modality Domain Adaptation for Freespace Detection: A Simple yet Effective Baseline0
Unsupervised confidence for LiDAR depth maps and applicationsCode1
An Active Learning Reliability Method for Systems with Partially Defined Performance FunctionsCode0
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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