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 951975 of 6092 papers

TitleStatusHype
Efficient Reinforcement Learning for Autonomous Driving with Parameterized Skills and PriorsCode1
Can Test-Time Scaling Improve World Foundation Model?Code1
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
On the Adversarial Robustness of Camera-based 3D Object DetectionCode1
On the Effects of Quantisation on Model Uncertainty in Bayesian Neural NetworksCode1
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World AttacksCode1
Driving Style Alignment for LLM-powered Driver AgentCode1
A Survey of World Models for Autonomous DrivingCode1
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
DriveTester: A Unified Platform for Simulation-Based Autonomous Driving TestingCode1
Optical Flow Based Motion Detection for Autonomous DrivingCode1
Optimal Cost Design for Model Predictive ControlCode1
DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous DrivingCode1
Driver Dojo: A Benchmark for Generalizable Reinforcement Learning for Autonomous DrivingCode1
DriveEditor: A Unified 3D Information-Guided Framework for Controllable Object Editing in Driving ScenesCode1
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision ModelsCode1
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
ANTI-CARLA: An Adversarial Testing Framework for Autonomous Vehicles in CARLACode1
PanDepth: Joint Panoptic Segmentation and Depth CompletionCode1
PANet: LiDAR Panoptic Segmentation with Sparse Instance Proposal and AggregationCode1
DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion GenerationCode1
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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