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 15611570 of 6092 papers

TitleStatusHype
RoBus: A Multimodal Dataset for Controllable Road Networks and Building Layouts GenerationCode1
Let Occ Flow: Self-Supervised 3D Occupancy Flow Prediction0
LSM: A Comprehensive Metric for Assessing the Safety of Lane Detection Systems in Autonomous Driving0
Event-Aided Time-to-Collision Estimation for Autonomous Driving0
Towards Human-Like Driving: Active Inference in Autonomous Vehicle Control0
Exploring the Untouched Sweeps for Conflict-Aware 3D Segmentation Pretraining0
VQA-Diff: Exploiting VQA and Diffusion for Zero-Shot Image-to-3D Vehicle Asset Generation in Autonomous Driving0
Exploring Camera Encoder Designs for Autonomous Driving Perception0
Less is More: Efficient Brain-Inspired Learning for Autonomous Driving Trajectory Prediction0
Accelerating Online Mapping and Behavior Prediction via Direct BEV Feature AttentionCode2
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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