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 401410 of 6092 papers

TitleStatusHype
MonoDETR: Depth-guided Transformer for Monocular 3D Object DetectionCode2
Real-time Object Detection for Streaming PerceptionCode2
Learning from All VehiclesCode2
TransFusion: Robust LiDAR-Camera Fusion for 3D Object Detection with TransformersCode2
PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane BenchmarkCode2
FUTR3D: A Unified Sensor Fusion Framework for 3D DetectionCode2
HybridNets: End-to-End Perception NetworkCode2
LiDAR-based 4D Panoptic Segmentation via Dynamic Shifting NetworkCode2
Beyond 3D Siamese Tracking: A Motion-Centric Paradigm for 3D Single Object Tracking in Point CloudsCode2
Unsupervised Point Cloud Representation Learning with Deep Neural Networks: A SurveyCode2
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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