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 41614170 of 6092 papers

TitleStatusHype
Pedestrian Detection: Domain Generalization, CNNs, Transformers and BeyondCode2
Vision in adverse weather: Augmentation using CycleGANs with various object detectors for robust perception in autonomous racing0
Radar^2: Passive Spy Radar Detection and Localization using COTS mmWave Radar0
Integration of Vehicular Clouds and Autonomous Driving: Survey and Future Perspectives0
Extending One-Stage Detection with Open-World Proposals0
TransVPR: Transformer-based place recognition with multi-level attention aggregation0
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous DrivingCode1
Deep Reinforcement Learning, a textbook0
Novelty-based Generalization Evaluation for Traffic Light Detection0
A Comprehensive Survey on Radio Frequency (RF) Fingerprinting: Traditional Approaches, Deep Learning, and Open Challenges0
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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