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 25512600 of 6092 papers

TitleStatusHype
Learning-based Multi-View Stereo: A Survey0
Adversarial Manhole: Challenging Monocular Depth Estimation and Semantic Segmentation Models with Patch AttackCode0
EMDFNet: Efficient Multi-scale and Diverse Feature Network for Traffic Sign Detection0
Driving in the Occupancy World: Vision-Centric 4D Occupancy Forecasting and Planning via World Models for Autonomous Driving0
FusionSAM: Latent Space driven Segment Anything Model for Multimodal Fusion and Segmentation0
Bridging the Gap between Real-world and Synthetic Images for Testing Autonomous Driving Systems0
CV-MOS: A Cross-View Model for Motion SegmentationCode0
TraIL-Det: Transformation-Invariant Local Feature Networks for 3D LiDAR Object Detection with Unsupervised Pre-Training0
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
Enhancing Sampling Protocol for Point Cloud Classification Against Corruptions0
Can LLMs Understand Social Norms in Autonomous Driving Games?0
Multimodal Foundational Models for Unsupervised 3D General Obstacle Detection0
Revisiting Cross-Domain Problem for LiDAR-based 3D Object Detection0
Pareto Inverse Reinforcement Learning for Diverse Expert Policy Generation0
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
Privacy-preserving Universal Adversarial Defense for Black-box Models0
MV-MOS: Multi-View Feature Fusion for 3D Moving Object SegmentationCode0
Open 3D World in Autonomous Driving0
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous DrivingCode0
Edge-Cloud Collaborative Motion Planning for Autonomous Driving with Large Language 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
OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based CamerasCode0
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
HybridOcc: NeRF Enhanced Transformer-based Multi-Camera 3D Occupancy Prediction0
S-RAF: A Simulation-Based Robustness Assessment Framework for Responsible Autonomous DrivingCode0
PriorMapNet: Enhancing Online Vectorized HD Map Construction with Priors0
Diffusion Model for Planning: A Systematic Literature Review0
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
Learned Multimodal Compression for Autonomous Driving0
Enhancing Expressway Ramp Merge Safety and Efficiency via Spatiotemporal Cooperative Control0
A Conflicts-free, Speed-lossless KAN-based Reinforcement Learning Decision System for Interactive Driving in Roundabouts0
A Survey of Trojan Attacks and Defenses to Deep Neural Networks0
LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image0
A lightweight YOLOv5-FFM model for occlusion pedestrian detection0
FlatFusion: Delving into Details of Sparse Transformer-based Camera-LiDAR Fusion for Autonomous Driving0
Exploring Domain Shift on Radar-Based 3D Object Detection Amidst Diverse Environmental Conditions0
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
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