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 21212130 of 6092 papers

TitleStatusHype
Camera-Based Localization and Enhanced Normalized Mutual Information0
Mask-RadarNet: Enhancing Transformer With Spatial-Temporal Semantic Context for Radar Object Detection in Autonomous Driving0
Autoware.Flex: Human-Instructed Dynamically Reconfigurable Autonomous Driving Systems0
LiHi-GS: LiDAR-Supervised Gaussian Splatting for Highway Driving Scene Reconstruction0
DriveGPT: Scaling Autoregressive Behavior Models for Driving0
Drive-1-to-3: Enriching Diffusion Priors for Novel View Synthesis of Real Vehicles0
VLM-AD: End-to-End Autonomous Driving through Vision-Language Model Supervision0
Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language ModelsCode0
An Efficient Occupancy World Model via Decoupled Dynamic Flow and Image-assisted Training0
A Black-Box Evaluation Framework for Semantic Robustness in Bird's Eye View DetectionCode0
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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