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 27012750 of 6092 papers

TitleStatusHype
Tracking Reflected Objects: A BenchmarkCode0
SID: Stereo Image Dataset for Autonomous Driving in Adverse Conditions0
T-CorresNet: Template Guided 3D Point Cloud Completion with Correspondence Pooling Query Generation StrategyCode0
Optimizing the image correction pipeline for pedestrian detection in the thermal-infrared domain0
Towards Stable 3D Object Detection0
TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation0
Dance of the ADS: Orchestrating Failures through Historically-Informed Scenario Fuzzing0
Research, Applications and Prospects of Event-Based Pedestrian Detection: A Survey0
Towards Cross-View-Consistent Self-Supervised Surround Depth EstimationCode0
Behavioural gap assessment of human-vehicle interaction in real and virtual reality-based scenarios in autonomous driving0
Detect Closer Surfaces that can be Seen: New Modeling and Evaluation in Cross-domain 3D Object DetectionCode0
Efficient Fusion and Task Guided Embedding for End-to-end Autonomous Driving0
A Radiometric Correction based Optical Modeling Approach to Removing Reflection Noise in TLS Point Clouds of Urban ScenesCode0
DM3D: Distortion-Minimized Weight Pruning for Lossless 3D Object Detection0
AutoSplat: Constrained Gaussian Splatting for Autonomous Driving Scene Reconstruction0
dAJC: A 2.02mW 50Mbps Direct Analog to MJPEG Converter for Video Sensor Node using Low-Noise Switched Capacitor MAC-Quantizer with Auto-Calibration and Sparsity-Aware ADC0
Research on Reliable and Safe Occupancy Grid Prediction in Underground Parking Lots0
FlowTrack: Point-level Flow Network for 3D Single Object Tracking0
Cloud-Edge-Terminal Collaborative AIGC for Autonomous Driving0
Deep Reinforcement Learning for Adverse Garage Scenario Generation0
Predicting Trust Dynamics with Dynamic SEM in Human-AI Cooperation0
Tokenize the World into Object-level Knowledge to Address Long-tail Events in Autonomous Driving0
HGNET: A Hierarchical Feature Guided Network for Occupancy Flow Field Prediction0
Acceleration method for generating perception failure scenarios based on editing Markov process0
Let Hybrid A* Path Planner Obey Traffic Rules: A Deep Reinforcement Learning-Based Planning Framework0
FALCON: Frequency Adjoint Link with CONtinuous Density Mask for Fast Single Image Dehazing0
A Rule-Based Behaviour Planner for Autonomous Driving0
StreamMOTP: Streaming and Unified Framework for Joint 3D Multi-Object Tracking and Trajectory Prediction0
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey0
BiCo-Fusion: Bidirectional Complementary LiDAR-Camera Fusion for Semantic- and Spatial-Aware 3D Object Detection0
XLD: A Cross-Lane Dataset for Benchmarking Novel Driving View Synthesis0
End-to-End Autonomous Driving without Costly Modularization and 3D Manual AnnotationCode0
Optimization of Autonomous Driving Image Detection Based on RFAConv and Triplet Attention0
MDHA: Multi-Scale Deformable Transformer with Hybrid Anchors for Multi-View 3D Object DetectionCode0
Image-Guided Outdoor LiDAR Perception Quality Assessment for Autonomous Driving0
Querying Labeled Time Series Data with Scenario Programs0
GPT-4V Explorations: Mining Autonomous Driving0
Towards Robust Training Datasets for Machine Learning with Ontologies: A Case Study for Emergency Road Vehicle Detection0
Preferential Multi-Objective Bayesian Optimization0
PoseBench: Benchmarking the Robustness of Pose Estimation Models under Corruptions0
Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing0
The Use of Multimodal Large Language Models to Detect Objects from Thermal Images: Transportation Applications0
FutureNet-LOF: Joint Trajectory Prediction and Lane Occupancy Field Prediction with Future Context Encoding0
Uncertainty and Self-Supervision in Single-View Depth0
ECAFormer: Low-light Image Enhancement using Cross AttentionCode0
Safe and Non-Conservative Trajectory Planning for Autonomous Driving Handling Unanticipated Behaviors of Traffic ParticipantsCode0
Online-Adaptive Anomaly Detection for Defect Identification in Aircraft Assembly0
Is Your HD Map Constructor Reliable under Sensor Corruptions?0
Physics-informed Imitative Reinforcement Learning for Real-world Driving0
Model Adaptation for Time Constrained Embodied Control0
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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