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 26412650 of 6092 papers

TitleStatusHype
Rethinking Imitation-based Planner for Autonomous DrivingCode2
SPOT: Scalable 3D Pre-training via Occupancy Prediction for Learning Transferable 3D Representations0
Safe POMDP Online Planning via Shielding0
Pre-training on Synthetic Driving Data for Trajectory PredictionCode0
AR-TTA: A Simple Method for Real-World Continual Test-Time AdaptationCode0
Specification-Driven Video Search via Foundation Models and Formal Verification0
DriveDreamer: Towards Real-world-driven World Models for Autonomous DrivingCode2
RenderOcc: Vision-Centric 3D Occupancy Prediction with 2D Rendering SupervisionCode2
Guided Online Distillation: Promoting Safe Reinforcement Learning by Offline Demonstration0
Privileged to Predicted: Towards Sensorimotor Reinforcement Learning for Urban Driving0
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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