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 51015110 of 6092 papers

TitleStatusHype
RelTopo: Enhancing Relational Modeling for Driving Scene Topology Reasoning0
Remember and Recall: Associative-Memory-based Trajectory Prediction0
RendBEV: Semantic Novel View Synthesis for Self-Supervised Bird's Eye View Segmentation0
RenderWorld: World Model with Self-Supervised 3D Label0
Replay Consolidation with Label Propagation for Continual Object Detection0
Repopulating Street Scenes0
RE-POSE: Synergizing Reinforcement Learning-Based Partitioning and Offloading for Edge Object Detection0
Reputation-Driven Asynchronous Federated Learning for Enhanced Trajectory Prediction with Blockchain0
RESAR-BEV: An Explainable Progressive Residual Autoregressive Approach for Camera-Radar Fusion in BEV Segmentation0
Research, Applications and Prospects of Event-Based Pedestrian Detection: A Survey0
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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