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 40114020 of 6092 papers

TitleStatusHype
Real-time Object Detection for Streaming PerceptionCode2
Distributed Learning for Vehicular Dynamic Spectrum Access in Autonomous Driving0
TransFusion: Robust LiDAR-Camera Fusion for 3D Object Detection with TransformersCode2
Hindsight is 20/20: Leveraging Past Traversals to Aid 3D PerceptionCode1
Learning from All VehiclesCode2
Dense Residual Networks for Gaze Mapping on Indian Roads0
PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane BenchmarkCode2
MonoDTR: Monocular 3D Object Detection with Depth-Aware TransformerCode1
Optimizing Trajectories for Highway Driving with Offline Reinforcement Learning0
FUTR3D: A Unified Sensor Fusion Framework for 3D DetectionCode2
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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