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 29412950 of 6092 papers

TitleStatusHype
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction via Self-Supervision0
Boosting Offline Reinforcement Learning with Action Preference Query0
X-Align++: cross-modal cross-view alignment for Bird's-eye-view segmentation0
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
SDR-GAIN: A High Real-Time Occluded Pedestrian Pose Completion Method for Autonomous Driving0
DeltaNN: Assessing the Impact of Computational Environment Parameters on the Performance of Image Recognition ModelsCode0
Confidence-based federated distillation for vision-based lane-centering0
Risk-Aware Reward Shaping of Reinforcement Learning Agents for Autonomous DrivingCode0
Mitigating Backdoor Attack Via Prerequisite Transformation0
Milestones in Autonomous Driving and Intelligent Vehicles Part II: Perception and Planning0
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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