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 30813090 of 6092 papers

TitleStatusHype
Robustifying the Deployment of tinyML Models for Autonomous mini-vehicles0
Robustness-Aware 3D Object Detection in Autonomous Driving: A Review and Outlook0
Robustness in Compressed Neural Networks for Object Detection0
Robustness May Be at Odds with Fairness: An Empirical Study on Class-wise Accuracy0
Robustness of Object Detectors in Degrading Weather Conditions0
Robustness of Segment Anything Model (SAM) for Autonomous Driving in Adverse Weather Conditions0
Robustness testing of AI systems: A case study for traffic sign recognition0
Are Transformers More Robust? Towards Exact Robustness Verification for Transformers0
Robusto-1 Dataset: Comparing Humans and VLMs on real out-of-distribution Autonomous Driving VQA from Peru0
Robust Planning for Autonomous Driving via Mixed Adversarial Diffusion Predictions0
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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