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 13011350 of 6092 papers

TitleStatusHype
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference0
DAE-Fuse: An Adaptive Discriminative Autoencoder for Multi-Modality Image Fusion0
GlobalMapNet: An Online Framework for Vectorized Global HD Map Construction0
SEAL: Towards Safe Autonomous Driving via Skill-Enabled Adversary Learning for Closed-Loop Scenario GenerationCode1
Risk-Aware Autonomous Driving with Linear Temporal Logic Specifications0
DiFSD: Ego-Centric Fully Sparse Paradigm with Uncertainty Denoising and Iterative Refinement for Efficient End-to-End Self-DrivingCode1
A Data-Informed Analysis of Scalable Supervision for Safety in Autonomous Vehicle Fleets0
MulCPred: Learning Multi-modal Concepts for Explainable Pedestrian Action PredictionCode0
OPUS: Occupancy Prediction Using a Sparse SetCode2
GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map ConstructionCode1
ReGentS: Real-World Safety-Critical Driving Scenario Generation Made StableCode1
The JPEG Pleno Learning-based Point Cloud Coding Standard: Serving Man and Machine0
ROCAS: Root Cause Analysis of Autonomous Driving Accidents via Cyber-Physical Co-mutationCode0
LED: Light Enhanced Depth Estimation at NightCode1
GatedUniPose: A Novel Approach for Pose Estimation Combining UniRepLKNet and Gated Convolution0
The Design of Informative Take-Over Requests for Semi-Autonomous Cyber-Physical Systems: Combining Spoken Language and Visual Icons in a Drone-Controller Setting0
GateAttentionPose: Enhancing Pose Estimation with Agent Attention and Improved Gated Convolutions0
Attack End-to-End Autonomous Driving through Module-Wise Noise0
Real-time Multi-view Omnidirectional Depth Estimation System for Robots and Autonomous Driving on Real Scenes0
Inf-MLLM: Efficient Streaming Inference of Multimodal Large Language Models on a Single GPU0
A Comprehensive Survey on Inverse Constrained Reinforcement Learning: Definitions, Progress and ChallengesCode1
Unsupervised Point Cloud Registration with Self-DistillationCode0
MiniDrive: More Efficient Vision-Language Models with Multi-Level 2D Features as Text Tokens for Autonomous DrivingCode2
Behavioral Cloning Models Reality Check for Autonomous Driving0
Module-wise Adaptive Adversarial Training for End-to-end Autonomous Driving0
Cross-Modal Self-Supervised Learning with Effective Contrastive Units for LiDAR Point CloudsCode0
MyGo: Consistent and Controllable Multi-View Driving Video Generation with Camera Control0
UdeerLID+: Integrating LiDAR, Image, and Relative Depth with Semi-Supervised0
Multi-Weather Image Restoration via Histogram-Based Transformer Feature Enhancement0
Transtreaming: Adaptive Delay-aware Transformer for Real-time Streaming Perception0
Hint-AD: Holistically Aligned Interpretability in End-to-End Autonomous Driving0
Distribution Discrepancy and Feature Heterogeneity for Active 3D Object DetectionCode0
DriveScape: Towards High-Resolution Controllable Multi-View Driving Video Generation0
Vision-Driven 2D Supervised Fine-Tuning Framework for Bird's Eye View Perception0
ICPR 2024 Competition on Safe Segmentation of Drive Scenes in Unstructured Traffic and Adverse Weather Conditions0
Promptable Closed-loop Traffic Simulation0
Replay Consolidation with Label Propagation for Continual Object Detection0
RCBEVDet++: Toward High-accuracy Radar-Camera Fusion 3D Perception Network0
Causality-Driven Reinforcement Learning for Joint Communication and Sensing0
A Comprehensive Survey on Evidential Deep Learning and Its ApplicationsCode2
Multi-scale Feature Fusion with Point Pyramid for 3D Object Detection0
Future Does Matter: Boosting 3D Object Detection with Temporal Motion Estimation in Point Cloud Sequences0
Secure Traffic Sign Recognition: An Attention-Enabled Universal Image Inpainting Mechanism against Light Patch Attacks0
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
Safe and Efficient Path Planning under Uncertainty via Deep Collision Probability Fields0
Multi-agent Path Finding for Mixed Autonomy Traffic Coordination0
OccLLaMA: An Occupancy-Language-Action Generative World Model for Autonomous Driving0
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift0
YOLO-PPA based Efficient Traffic Sign Detection for Cruise Control in Autonomous Driving0
Multiple weather images restoration using the task transformer and adaptive mixup strategy0
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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