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 52015250 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
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
ROI-Guided Point Cloud Geometry Compression Towards Human and Machine Vision0
Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition0
Romanus: Robust Task Offloading in Modular Multi-Sensor Autonomous Driving Systems0
Rope3D: The Roadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task0
Rope3D: TheRoadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task0
RopeBEV: A Multi-Camera Roadside Perception Network in Bird's-Eye-View0
Rotationally Equivariant 3D Object Detection0
RowDetr: End-to-End Row Detection Using Polynomials0
RQR3D: Reparametrizing the regression targets for BEV-based 3D object detection0
RS2AD: End-to-End Autonomous Driving Data Generation from Roadside Sensor Observations0
RSN: Range Sparse Net for Efficient, Accurate LiDAR 3D Object Detection0
RSPT: Reconstruct Surroundings and Predict Trajectories for Generalizable Active Object Tracking0
RSRD: A Road Surface Reconstruction Dataset and Benchmark for Safe and Comfortable Autonomous Driving0
RST-MODNet: Real-time Spatio-temporal Moving Object Detection for Autonomous Driving0
RGB-Thermal Infrared Fusion for Robust Depth Estimation in Complex Environments0
RTI-NMPC for Control of Autonomous Vehicles Using Implicit Discretization Methods0
Rubik's Optical Neural Networks: Multi-task Learning with Physics-aware Rotation Architecture0
RuleFuser: An Evidential Bayes Approach for Rule Injection in Imitation Learned Planners and Predictors for Robustness under Distribution Shifts0
RV-FuseNet: Range View Based Fusion of Time-Series LiDAR Data for Joint 3D Object Detection and Motion Forecasting0
Unified Spatio-Temporal Tri-Perspective View Representation for 3D Semantic Occupancy Prediction0
S^3M-Net: Joint Learning of Semantic Segmentation and Stereo Matching for Autonomous Driving0
S3Net: 3D LiDAR Sparse Semantic Segmentation Network0
S3-Net: A Fast and Lightweight Video Scene Understanding Network by Single-shot Segmentation0
S^3Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data0
S³Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data0
S3PT: Scene Semantics and Structure Guided Clustering to Boost Self-Supervised Pre-Training for Autonomous Driving0
S4-Driver: Scalable Self-Supervised Driving Multimodal Large Language Modelwith Spatio-Temporal Visual Representation0
S4-Driver: Scalable Self-Supervised Driving Multimodal Large Language Model with Spatio-Temporal Visual Representation0
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning0
S4TP: Social-Suitable and Safety-Sensitive Trajectory Planning for Autonomous Vehicles0
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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