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 911920 of 6092 papers

TitleStatusHype
Single Domain Generalization for LiDAR Semantic SegmentationCode1
Parametric Depth Based Feature Representation Learning for Object Detection and Segmentation in Bird's-Eye ViewCode1
SlowLiDAR: Increasing the Latency of LiDAR-Based Detection Using Adversarial ExamplesCode1
TIPI: Test Time Adaptation With Transformation InvarianceCode1
Benchmarking Robustness of 3D Object Detection to Common CorruptionsCode1
Detachable Novel Views Synthesis of Dynamic Scenes Using Distribution-Driven Neural Radiance FieldsCode1
Azimuth Super-Resolution for FMCW Radar in Autonomous DrivingCode1
Temporal Consistent 3D LiDAR Representation Learning for Semantic Perception in Autonomous DrivingCode1
INT2: Interactive Trajectory Prediction at IntersectionsCode1
PanDepth: Joint Panoptic Segmentation and Depth CompletionCode1
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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