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 15811590 of 6092 papers

TitleStatusHype
Active Data Acquisition in Autonomous Driving SimulationCode0
Neural Observation Field Guided Hybrid Optimization of Camera PlacementCode0
DistFormer: Enhancing Local and Global Features for Monocular Per-Object Distance EstimationCode0
Neural Enhanced Belief Propagation for Multiobject TrackingCode0
Neighbor-Vote: Improving Monocular 3D Object Detection through Neighbor Distance VotingCode0
Dirty Pixels: Towards End-to-End Image Processing and PerceptionCode0
MWSIS: Multimodal Weakly Supervised Instance Segmentation with 2D Box Annotations for Autonomous DrivingCode0
Beat the MTurkers: Automatic Image Labeling from Weak 3D SupervisionCode0
MV-MOS: Multi-View Feature Fusion for 3D Moving Object SegmentationCode0
Dimensionality of datasets in object detection networksCode0
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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