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 30763100 of 6092 papers

TitleStatusHype
Robust Detection, Association, and Localization of Vehicle Lights: A Context-Based Cascaded CNN Approach and Evaluations0
Robust-Adaptive Control of Linear Systems: beyond Quadratic Costs0
Robust Frame-to-Frame Camera Rotation Estimation in Crowded Scenes0
Robust Lane Detection with Wavelet-Enhanced Context Modeling and Adaptive Sampling0
Robust Monocular Localization in Sparse HD Maps Leveraging Multi-Task Uncertainty Estimation0
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
Robust Reinforcement Learning-based Autonomous Driving Agent for Simulation and Real World0
Robust Reinforcement Learning for Autonomous Driving0
Robust RL with LLM-Driven Data Synthesis and Policy Adaptation for Autonomous Driving0
Robust Roadside Perception: an Automated Data Synthesis Pipeline Minimizing Human Annotation0
Robust Scale Estimation in Real-Time Monocular SFM for Autonomous Driving0
Robust Traffic Light Detection Using Salience-Sensitive Loss: Computational Framework and Evaluations0
Robust Trajectory Forecasting for Multiple Intelligent Agents in Dynamic Scene0
Robust Trajectory Prediction against Adversarial Attacks0
RoCA: Robust Cross-Domain End-to-End Autonomous Driving0
RoIFusion: 3D Object Detection from LiDAR and Vision0
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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