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 39413950 of 6092 papers

TitleStatusHype
WorldSimBench: Towards Video Generation Models as World Simulators0
WTCL-Dehaze: Rethinking Real-world Image Dehazing via Wavelet Transform and Contrastive Learning0
WTS: A Pedestrian-Centric Traffic Video Dataset for Fine-grained Spatial-Temporal Understanding0
X-Align: Cross-Modal Cross-View Alignment for Bird's-Eye-View Segmentation0
X-Align++: cross-modal cross-view alignment for Bird's-eye-view segmentation0
X-Driver: Explainable Autonomous Driving with Vision-Language Models0
XLD: A Cross-Lane Dataset for Benchmarking Novel Driving View Synthesis0
XLM for Autonomous Driving Systems: A Comprehensive Review0
X-Scene: Large-Scale Driving Scene Generation with High Fidelity and Flexible Controllability0
X-view: Non-egocentric Multi-View 3D Object Detector0
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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