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 581590 of 6092 papers

TitleStatusHype
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous DrivingCode1
PG-Attack: A Precision-Guided Adversarial Attack Framework Against Vision Foundation Models for Autonomous DrivingCode1
Gated Temporal Diffusion for Stochastic Long-Term Dense AnticipationCode1
Continuity Preserving Online CenterLine Graph LearningCode1
RepVF: A Unified Vector Fields Representation for Multi-task 3D PerceptionCode1
A Unified Probabilistic Approach to Traffic Conflict DetectionCode1
RAPiD-Seg: Range-Aware Pointwise Distance Distribution Networks for 3D LiDAR SegmentationCode1
FSD-BEV: Foreground Self-Distillation for Multi-view 3D Object DetectionCode1
IFTR: An Instance-Level Fusion Transformer for Visual Collaborative PerceptionCode1
ScaleFlow++: Robust and Accurate Estimation of 3D Motion from VideoCode1
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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