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 14011450 of 6092 papers

TitleStatusHype
TraIL-Det: Transformation-Invariant Local Feature Networks for 3D LiDAR Object Detection with Unsupervised Pre-Training0
TripleMixer: A 3D Point Cloud Denoising Model for Adverse WeatherCode2
CV-MOS: A Cross-View Model for Motion SegmentationCode0
Making Large Language Models Better Planners with Reasoning-Decision Alignment0
Exploring Reliable Matching with Phase Enhancement for Night-time Semantic Segmentation0
AdaOcc: Adaptive-Resolution Occupancy Prediction0
CSS-Segment: 2nd Place Report of LSVOS Challenge VOS Track0
General Intelligent Imaging and Uncertainty Quantification by Deterministic Diffusion Model0
A Safe Self-evolution Algorithm for Autonomous Driving Based on Data-Driven Risk Quantification Model0
Revisiting Cross-Domain Problem for LiDAR-based 3D Object Detection0
Can LLMs Understand Social Norms in Autonomous Driving Games?0
Multimodal Foundational Models for Unsupervised 3D General Obstacle Detection0
Pareto Inverse Reinforcement Learning for Diverse Expert Policy Generation0
Enhancing Sampling Protocol for Point Cloud Classification Against Corruptions0
A Safe and Efficient Self-evolving Algorithm for Decision-making and Control of Autonomous Driving Systems0
MambaOcc: Visual State Space Model for BEV-based Occupancy Prediction with Local Adaptive ReorderingCode0
Open 3D World in Autonomous Driving0
MV-MOS: Multi-View Feature Fusion for 3D Moving Object SegmentationCode0
Privacy-preserving Universal Adversarial Defense for Black-box Models0
No Need to Sacrifice Data Quality for Quantity: Crowd-Informed Machine Annotation for Cost-Effective Understanding of Visual Data0
CoVLA: Comprehensive Vision-Language-Action Dataset for Autonomous Driving0
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous DrivingCode0
Multi-Agent Reinforcement Learning for Autonomous Driving: A SurveyCode5
Edge-Cloud Collaborative Motion Planning for Autonomous Driving with Large Language Models0
OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based CamerasCode0
HybridOcc: NeRF Enhanced Transformer-based Multi-Camera 3D Occupancy Prediction0
LOID: Lane Occlusion Inpainting and Detection for Enhanced Autonomous Driving Systems0
MaskBEV: Towards A Unified Framework for BEV Detection and Map Segmentation0
V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models0
Diffusion Model for Planning: A Systematic Literature Review0
PriorMapNet: Enhancing Online Vectorized HD Map Construction with Priors0
A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers0
CoSEC: A Coaxial Stereo Event Camera Dataset for Autonomous Driving0
S-RAF: A Simulation-Based Robustness Assessment Framework for Responsible Autonomous DrivingCode0
A Survey of Trojan Attacks and Defenses to Deep Neural Networks0
Learned Multimodal Compression for Autonomous Driving0
A Conflicts-free, Speed-lossless KAN-based Reinforcement Learning Decision System for Interactive Driving in Roundabouts0
Enhancing Expressway Ramp Merge Safety and Efficiency via Spatiotemporal Cooperative Control0
Co-Fix3D: Enhancing 3D Object Detection with Collaborative RefinementCode1
LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image0
Panacea+: Panoramic and Controllable Video Generation for Autonomous DrivingCode3
IMGCN: Interpretable Masked Graph Convolution Network for Pedestrian Trajectory PredictionCode1
A lightweight YOLOv5-FFM model for occlusion pedestrian detection0
Exploring Domain Shift on Radar-Based 3D Object Detection Amidst Diverse Environmental Conditions0
FlatFusion: Delving into Details of Sparse Transformer-based Camera-LiDAR Fusion for Autonomous Driving0
Toward Pedestrian Head Tracking: A Benchmark Dataset and an Information Fusion Network0
A-BDD: Leveraging Data Augmentations for Safe Autonomous Driving in Adverse Weather and Lighting0
What Matters in Autonomous Driving Anomaly Detection: A Weakly Supervised HorizonCode0
DeepInteraction++: Multi-Modality Interaction for Autonomous DrivingCode3
Eliminating Backdoors in Neural Code Models for Secure Code Understanding0
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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