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 941950 of 6092 papers

TitleStatusHype
Interpretable Self-Aware Neural Networks for Robust Trajectory PredictionCode1
Robust Deep Learning for Autonomous DrivingCode1
SOTIF Entropy: Online SOTIF Risk Quantification and Mitigation for Autonomous DrivingCode1
PeSOTIF: a Challenging Visual Dataset for Perception SOTIF Problems in Long-tail Traffic ScenariosCode1
Self-Improving Safety Performance of Reinforcement Learning Based Driving with Black-Box Verification AlgorithmsCode1
DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous DrivingCode1
Joint Multi-Person Body Detection and Orientation Estimation via One Unified EmbeddingCode1
Domain Adaptive Object Detection for Autonomous Driving under Foggy WeatherCode1
LongShortNet: Exploring Temporal and Semantic Features Fusion in Streaming PerceptionCode1
Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real DataCode1
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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