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 9511000 of 6092 papers

TitleStatusHype
EC-Depth: Exploring the consistency of self-supervised monocular depth estimation in challenging scenesCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
A Survey on Deep Learning Technique for Video SegmentationCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
OpenAnnotate3D: Open-Vocabulary Auto-Labeling System for Multi-modal 3D DataCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
EDA: Evolving and Distinct Anchors for Multimodal Motion PredictionCode1
Efficient Visual Computing with Camera RAW SnapshotsCode1
Optimal Cost Design for Model Predictive ControlCode1
Capturing Omni-Range Context for Omnidirectional SegmentationCode1
Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event CamerasCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
DualAD: Dual-Layer Planning for Reasoning in Autonomous DrivingCode1
Complementing Onboard Sensors with Satellite Map: A New Perspective for HD Map ConstructionCode1
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous DrivingCode1
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
PanoVPR: Towards Unified Perspective-to-Equirectangular Visual Place Recognition via Sliding Windows across the Panoramic ViewCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic FusionCode1
Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World AttacksCode1
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
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
Pedestrian 3D Bounding Box PredictionCode1
Pedestrian Stop and Go Forecasting with Hybrid Feature FusionCode1
CARRADA Dataset: Camera and Automotive Radar with Range-Angle-Doppler AnnotationsCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
DriveTester: A Unified Platform for Simulation-Based Autonomous Driving TestingCode1
Persistent Map Saving for Visual Localization for Autonomous Vehicles: An ORB-SLAM ExtensionCode1
PeSOTIF: a Challenging Visual Dataset for Perception SOTIF Problems in Long-tail Traffic ScenariosCode1
A Platform-Agnostic Deep Reinforcement Learning Framework for Effective Sim2Real Transfer towards Autonomous DrivingCode1
Physical Attack on Monocular Depth Estimation with Optimal Adversarial PatchesCode1
PIDLoc: Cross-View Pose Optimization Network Inspired by PID ControllersCode1
PIE: A Large-Scale Dataset and Models for Pedestrian Intention Estimation and Trajectory PredictionCode1
Ad-datasets: a meta-collection of data sets for autonomous drivingCode1
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
Pishgu: Universal Path Prediction Network Architecture for Real-time Cyber-physical Edge SystemsCode1
Driving Style Alignment for LLM-powered Driver AgentCode1
Pixel Level Segmentation Based Drivable Road Region Detection and Steering Angle Estimation Method for Autonomous Driving on Unstructured RoadsCode1
PIXOR: Real-time 3D Object Detection from Point CloudsCode1
PlaneDepth: Self-supervised Depth Estimation via Orthogonal PlanesCode1
Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous DrivingCode1
A Comprehensive Survey on Inverse Constrained Reinforcement Learning: Definitions, Progress and ChallengesCode1
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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