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 351360 of 6092 papers

TitleStatusHype
BEVHeight: A Robust Framework for Vision-based Roadside 3D Object DetectionCode2
V2V4Real: A Real-world Large-scale Dataset for Vehicle-to-Vehicle Cooperative PerceptionCode2
HumanBench: Towards General Human-centric Perception with Projector Assisted PretrainingCode2
OpenOccupancy: A Large Scale Benchmark for Surrounding Semantic Occupancy PerceptionCode2
MixVPR: Feature Mixing for Visual Place RecognitionCode2
OccDepth: A Depth-Aware Method for 3D Semantic Scene CompletionCode2
Pillar R-CNN for Point Cloud 3D Object DetectionCode2
ConceptFusion: Open-set Multimodal 3D MappingCode2
ADAPT: Action-aware Driving Caption TransformerCode2
Fast-BEV: Towards Real-time On-vehicle Bird's-Eye View PerceptionCode2
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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