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 22512300 of 6092 papers

TitleStatusHype
RSUD20K: A Dataset for Road Scene Understanding In Autonomous DrivingCode1
UniVision: A Unified Framework for Vision-Centric 3D PerceptionCode0
Real-time MPC with Control Barrier Functions for Autonomous Driving using Safety Enhanced Collocation0
Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning0
Synthetic Data Generation Framework, Dataset, and Efficient Deep Model for Pedestrian Intention PredictionCode1
Robustness-Aware 3D Object Detection in Autonomous Driving: A Review and Outlook0
Personalized Reinforcement Learning with a Budget of PoliciesCode0
VLP: Vision Language Planning for Autonomous Driving0
Autonomous Navigation of Tractor-Trailer Vehicles through Roundabout Intersections0
Latency-aware Road Anomaly Segmentation in Videos: A Photorealistic Dataset and New Metrics0
Effects of Multimodal Explanations for Autonomous Driving on Driving Performance, Cognitive Load, Expertise, Confidence, and Trust0
Recursively Feasible Chance-constrained Model Predictive Control under Gaussian Mixture Model Uncertainty0
WidthFormer: Toward Efficient Transformer-based BEV View TransformationCode2
DME-Driver: Integrating Human Decision Logic and 3D Scene Perception in Autonomous Driving0
NeRFmentation: NeRF-based Augmentation for Monocular Depth Estimation0
UFO: Unidentified Foreground Object Detection in 3D Point Cloud0
RoboFusion: Towards Robust Multi-Modal 3D Object Detection via SAMCode2
Reconfigurable Holographic Surface Aided Wireless Simultaneous Localization and Mapping0
Text-Driven Traffic Anomaly Detection with Temporal High-Frequency Modeling in Driving Videos0
DistFormer: Enhancing Local and Global Features for Monocular Per-Object Distance EstimationCode0
HAIM-DRL: Enhanced Human-in-the-loop Reinforcement Learning for Safe and Efficient Autonomous DrivingCode1
Transferable Learned Image Compression-Resistant Adversarial Perturbations0
Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction0
OptFlow: Fast Optimization-based Scene Flow Estimation without Supervision0
3D Open-Vocabulary Panoptic Segmentation with 2D-3D Vision-Language Distillation0
Context-Aware Interaction Network for RGB-T Semantic SegmentationCode1
Collaborative Perception for Connected and Autonomous Driving: Challenges, Possible Solutions and Opportunities0
Off-Road LiDAR Intensity Based Semantic SegmentationCode1
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
Holistic Autonomous Driving Understanding by Bird's-Eye-View Injected Multi-Modal Large ModelsCode2
Street Gaussians: Modeling Dynamic Urban Scenes with Gaussian SplattingCode5
Temporal Adaptive RGBT Tracking with Modality Prompt0
BEV-TSR: Text-Scene Retrieval in BEV Space for Autonomous Driving0
CaDeT: a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving0
Uncertainty-Guided Never-Ending Learning to Drive0
MSU-4S - The Michigan State University Four Seasons Dataset0
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous and Instruction-guided Driving0
Backdoor Defense via Test-Time Detecting and Repairing0
Motion Diversification Networks0
Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy0
PARA-Drive: Parallelized Architecture for Real-time Autonomous Driving0
PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference0
Feedback-Guided Autonomous Driving0
Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier GraphsCode1
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction0
Towards Robust 3D Object Detection with LiDAR and 4D Radar Fusion in Various Weather ConditionsCode1
MAPLM: A Real-World Large-Scale Vision-Language Benchmark for Map and Traffic Scene UnderstandingCode2
Socially Compliant Control of Autonomous Vehicles with Application to Eco-Driving0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution0
WoodScape Motion Segmentation for Autonomous Driving -- CVPR 2023 OmniCV Workshop Challenge0
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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