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 40814090 of 6092 papers

TitleStatusHype
TransKD: Transformer Knowledge Distillation for Efficient Semantic SegmentationCode1
How Much Depth Information can Radar Contribute to a Depth Estimation Model?0
Attacks and Faults Injection in Self-Driving Agents on the Carla Simulator -- Experience Report0
LF-VIO: A Visual-Inertial-Odometry Framework for Large Field-of-View Cameras with Negative PlaneCode1
Context-Hierarchy Inverse Reinforcement Learning0
Confidence Calibration for Object Detection and Segmentation0
On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression0
Testing Deep Learning Models: A First Comparative Study of Multiple Testing Techniques0
Light Robust Monocular Depth Estimation For Outdoor Environment Via Monochrome And Color Camera Fusion0
Path-Aware Graph Attention for HD Maps in Motion Prediction0
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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