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 22312240 of 6092 papers

TitleStatusHype
Episodic Reinforcement Learning with Expanded State-reward Space0
Episodic Future Thinking Mechanism for Multi-agent Reinforcement Learning0
CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-scale Reinforcement Learning in Autonomous Driving0
APE: An Open and Shared Annotated Dataset for Learning Urban Pedestrian Path Networks0
EO-VLM: VLM-Guided Energy Overload Attacks on Vision Models0
Stochasticity in Motion: An Information-Theoretic Approach to Trajectory Prediction0
CARPAL: Confidence-Aware Intent Recognition for Parallel Autonomy0
APARATE: Adaptive Adversarial Patch for CNN-based Monocular Depth Estimation for Autonomous Navigation0
AdaWM: Adaptive World Model based Planning for Autonomous Driving0
Enhancing Vision-Language Models with Scene Graphs for Traffic Accident Understanding0
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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