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 38613870 of 6092 papers

TitleStatusHype
Efficient and Robust 2D-to-BEV Representation Learning via Geometry-guided Kernel TransformerCode2
CO^3: Cooperative Unsupervised 3D Representation Learning for Autonomous DrivingCode1
Depth Estimation Matters Most: Improving Per-Object Depth Estimation for Monocular 3D Detection and Tracking0
Narrowing the Coordinate-frame Gap in Behavior Prediction Models: Distillation for Efficient and Accurate Scene-centric Motion Forecasting0
PixSelect: Less but Reliable Pixels for Accurate and Efficient Localization0
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
Pushing the Limits of Learning-based Traversability Analysis for Autonomous Driving on CPU0
Driving in Real Life with Inverse Reinforcement Learning0
SpikiLi: A Spiking Simulation of LiDAR based Real-time Object Detection for Autonomous Driving0
Physics and semantic informed multi-sensor calibration via optimization theory and self-supervised learning0
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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