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 591600 of 6092 papers

TitleStatusHype
Minds on the Move: Decoding Trajectory Prediction in Autonomous Driving with Cognitive Insights0
BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance0
VDT-Auto: End-to-end Autonomous Driving with VLM-Guided Diffusion Transformers0
CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-scale Reinforcement Learning in Autonomous Driving0
You Only Click Once: Single Point Weakly Supervised 3D Instance Segmentation for Autonomous Driving0
SegLocNet: Multimodal Localization Network for Autonomous Driving via Bird's-Eye-View SegmentationCode1
Shared Autonomy for Proximal Teaching0
EMT: A Visual Multi-Task Benchmark Dataset for Autonomous Driving in the Arab Gulf RegionCode0
Learning Autonomy: Off-Road Navigation Enhanced by Human Input0
Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event CamerasCode1
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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