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 28612870 of 6092 papers

TitleStatusHype
*: Improving the 3D detector by introducing Voxel2Pillar feature encoding and extracting multi-scale features0
Infrared Adversarial Car Stickers0
Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A review0
Collision Avoidance Metric for 3D Camera EvaluationCode0
Towards Consistent and Explainable Motion Prediction using Heterogeneous Graph Attention0
UDA4Inst: Unsupervised Domain Adaptation for Instance Segmentation0
Perception Without Vision for Trajectory Prediction: Ego Vehicle Dynamics as Scene Representation for Efficient Active Learning in Autonomous Driving0
Ambiguous Annotations: When is a Pedestrian not a Pedestrian?0
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
The RoboDrive Challenge: Drive Anytime Anywhere in Any Condition0
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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