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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3411–3420 of 6092 papers

TitleStatusHype
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention—0
CASPNet++: Joint Multi-Agent Motion Prediction—0
CAT-Det: Contrastively Augmented Transformer for Multi-modal 3D Object Detection—0
CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving—0
CausalAF: Causal Autoregressive Flow for Safety-Critical Driving Scenario Generation—0
Causal Composition Diffusion Model for Closed-loop Traffic Generation—0
Causal Deep Reinforcement Learning Using Observational Data—0
Causality and Batch Reinforcement Learning: Complementary Approaches To Planning In Unknown Domains—0
Causality-Driven Reinforcement Learning for Joint Communication and Sensing—0
Causal reasoning in typical computer vision tasks—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95—Unverified
2InterFuserDriving Score76.18—Unverified
3TCPDriving Score75.14—Unverified
4TF++ WPDriving Score66.32—Unverified
5Learning From All Vehicles (LAV)Driving Score61.85—Unverified
6TransFuserDriving Score61.18—Unverified
7TransFuser (Reproduced)Driving Score55.04—Unverified
8TCP (Reproduced)Driving Score47.91—Unverified
9Latent TransFuserDriving Score45.2—Unverified
10GRIADDriving Score36.79—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17—Unverified
2TransFuserRC56.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91—Unverified
2TransFuserRC78.41—Unverified