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 651660 of 6092 papers

TitleStatusHype
A Robust Attack: Displacement Backdoor Attack0
Long-Range LiDAR Vehicle Detection Through Clustering and Classification for Autonomous Racing0
Knowledge Integration Strategies in Autonomous Vehicle Prediction and Planning: A Comprehensive Survey0
Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning0
FLARES: Fast and Accurate LiDAR Multi-Range Semantic Segmentation0
Generalizable Reinforcement Learning with Biologically Inspired Hyperdimensional Occupancy Grid Maps for Exploration and Goal-Directed Path Planning0
Deep Reinforcement Learning-Based User Scheduling for Collaborative Perception0
AdvSwap: Covert Adversarial Perturbation with High Frequency Info-swapping for Autonomous Driving Perception0
Predictive Planner for Autonomous Driving with Consistency Models0
A Survey of Representation Learning, Optimization Strategies, and Applications for Omnidirectional Vision0
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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