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 281290 of 6092 papers

TitleStatusHype
Towards Knowledge-driven Autonomous DrivingCode2
FRNet: Frustum-Range Networks for Scalable LiDAR SegmentationCode2
Open-sourced Data Ecosystem in Autonomous Driving: the Present and FutureCode2
Is Ego Status All You Need for Open-Loop End-to-End Autonomous Driving?Code2
PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty AwarenessCode2
Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous DrivingCode2
Cam4DOcc: Benchmark for Camera-Only 4D Occupancy Forecasting in Autonomous Driving ApplicationsCode2
Panacea: Panoramic and Controllable Video Generation for Autonomous DrivingCode2
OccWorld: Learning a 3D Occupancy World Model for Autonomous DrivingCode2
NeuRAD: Neural Rendering for Autonomous DrivingCode2
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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