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 52515300 of 6092 papers

TitleStatusHype
SaDe: Learning Models that Provably Satisfy Domain Constraints0
SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks0
Safe Adaptive Cruise Control Under Perception Uncertainty: A Deep Ensemble and Conformal Tube Model Predictive Control Approach0
Safe and Efficient Path Planning under Uncertainty via Deep Collision Probability Fields0
Efficient and Generalized end-to-end Autonomous Driving System with Latent Deep Reinforcement Learning and Demonstrations0
Safe and Human-Like Autonomous Driving: A Predictor-Corrector Potential Game Approach0
Safe-by-Construction Autonomous Vehicle Overtaking using Control Barrier Functions and Model Predictive Control0
SafeCast: Risk-Responsive Motion Forecasting for Autonomous Vehicles0
Recursively Feasible Chance-constrained Model Predictive Control under Gaussian Mixture Model Uncertainty0
Safe Decision-making for Lane-change of Autonomous Vehicles via Human Demonstration-aided Reinforcement Learning0
Safe Distributional Reinforcement Learning0
SafeDrive: A Robust Lane Tracking System for Autonomous and Assisted Driving Under Limited Visibility0
SafeDrive: Enhancing Lane Appearance for Autonomous and Assisted Driving Under Limited Visibility0
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models0
Safe end-to-end imitation learning for model predictive control0
Safeguarding connected autonomous vehicle communication: Protocols, intra- and inter-vehicular attacks and defenses0
Safeguarding Federated Learning-based Road Condition Classification0
Safe Hybrid-Action Reinforcement Learning-Based Decision and Control for Discretionary Lane Change0
Safe Imitation Learning on Real-Life Highway Data for Human-like Autonomous Driving0
Safe Mission Planning under Dynamical Uncertainties0
Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving0
Safe Neural Control for Non-Affine Control Systems with Differentiable Control Barrier Functions0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation0
Safe POMDP Online Planning via Shielding0
Safer Autonomous Driving in a Stochastic, Partially-Observable Environment by Hierarchical Contingency Planning0
Safe Reach Set Computation via Neural Barrier Certificates0
Safe Real-World Autonomous Driving by Learning to Predict and Plan with a Mixture of Experts0
Safe Reinforcement Learning for Autonomous Vehicles through Parallel Constrained Policy Optimization0
Safe Reinforcement Learning with Probabilistic Control Barrier Functions for Ramp Merging0
SAfER: Layer-Level Sensitivity Assessment for Efficient and Robust Neural Network Inference0
SafeRL-Kit: Evaluating Efficient Reinforcement Learning Methods for Safe Autonomous Driving0
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving0
Safety Analysis of Autonomous Driving Systems Based on Model Learning0
Safety-aware Causal Representation for Trustworthy Offline Reinforcement Learning in Autonomous Driving0
Safe Autonomous Racing via Approximate Reachability on Ego-vision0
Safety Control with Preview Automaton0
Safety-Critical Traffic Simulation with Guided Latent Diffusion Model0
Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving0
USC: Uncompromising Spatial Constraints for Safety-Oriented 3D Object Detectors in Autonomous Driving0
Safety Metrics for Semantic Segmentation in Autonomous Driving0
Safety Verification of Model Based Reinforcement Learning Controllers0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection0
Salient Sign Detection In Safe Autonomous Driving: AI Which Reasons Over Full Visual Context0
SAM2 for Image and Video Segmentation: A Comprehensive Survey0
SAM4D: Segment Anything in Camera and LiDAR Streams0
SAM-guided Pseudo Label Enhancement for Multi-modal 3D Semantic Segmentation0
Physics-informed Imitative Reinforcement Learning for Real-world Driving0
Sampling for Model Predictive Trajectory Planning in Autonomous Driving using Normalizing Flows0
Satyam: Democratizing Groundtruth for Machine Vision0
Scalable Active Learning for Object Detection0
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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