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 3140 of 6092 papers

TitleStatusHype
Epona: Autoregressive Diffusion World Model for Autonomous DrivingCode3
Where, What, Why: Towards Explainable Driver Attention PredictionCode1
Point Cloud Compression and Objective Quality Assessment: A Survey0
Integrating Multi-Modal Sensors: A Review of Fusion Techniques for Intelligent Vehicles0
MADrive: Memory-Augmented Driving Scene Modeling0
DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic0
Out-of-Distribution Semantic Occupancy PredictionCode1
V2X-REALM: Vision-Language Model-Based Robust End-to-End Cooperative Autonomous Driving with Adaptive Long-Tail Modeling0
GoIRL: Graph-Oriented Inverse Reinforcement Learning for Multimodal Trajectory Prediction0
SAM4D: Segment Anything in Camera and LiDAR Streams0
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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