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 35013550 of 6092 papers

TitleStatusHype
Explainable and Trustworthy Traffic Sign Detection for Safe Autonomous Driving: An Inductive Logic Programming Approach0
Transfusor: Transformer Diffusor for Controllable Human-like Generation of Vehicle Lane Changing Trajectories0
Attention-Guided Lidar Segmentation and Odometry Using Image-to-Point Cloud Saliency TransferCode0
R3D3: Dense 3D Reconstruction of Dynamic Scenes from Multiple Cameras0
End-to-End Driving via Self-Supervised Imitation Learning Using Camera and LiDAR Data0
Group Regression for Query Based Object Detection and Tracking0
End-to-end Autonomous Driving using Deep Learning: A Systematic Review0
Gaze-Informed Vision Transformers: Predicting Driving Decisions Under UncertaintyCode0
Muffin: A Framework Toward Multi-Dimension AI Fairness by Uniting Off-the-Shelf Models0
Towards Real Time Egocentric Segment Captioning for The Blind and Visually Impaired in RGB-D Theatre Images0
STRIDE: Street View-based Environmental Feature Detection and Pedestrian Collision PredictionCode0
SVQNet: Sparse Voxel-Adjacent Query Network for 4D Spatio-Temporal LiDAR Semantic Segmentation0
Perspective-aware Convolution for Monocular 3D Object DetectionCode0
On Offline Evaluation of 3D Object Detection for Autonomous Driving0
Panoptic-Depth Color Map for Combination of Depth and Image Segmentation0
I3DOD: Towards Incremental 3D Object Detection via Prompting0
SkipcrossNets: Adaptive Skip-cross Fusion for Road Detection0
Does Physical Adversarial Example Really Matter to Autonomous Driving? Towards System-Level Effect of Adversarial Object Evasion Attack0
Identifying Reaction-Aware Driving Styles of Stochastic Model Predictive Controlled Vehicles by Inverse Reinforcement Learning0
Advancements in Point Cloud Data Augmentation for Deep Learning: A Survey0
MV-DeepSDF: Implicit Modeling with Multi-Sweep Point Clouds for 3D Vehicle Reconstruction in Autonomous Driving0
Quantile-based Maximum Likelihood Training for Outlier DetectionCode0
Sensitivity analysis of AI-based algorithms for autonomous driving on optical wavefront aberrations induced by the windshield0
Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation0
XVTP3D: Cross-view Trajectory Prediction Using Shared 3D Queries for Autonomous Driving0
BOTT: Box Only Transformer Tracker for 3D Object Tracking0
Sensor Fusion by Spatial Encoding for Autonomous Driving0
Automatic Signboard Recognition in Low Quality Night Images0
Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment0
InsMapper: Exploring Inner-instance Information for Vectorized HD Mapping0
A Review of Adversarial Attacks in Computer Vision0
ADD: An Automatic Desensitization Fisheye Dataset for Autonomous Driving0
Exploiting Sparsity in Automotive Radar Object Detection Networks0
3DHacker: Spectrum-based Decision Boundary Generation for Hard-label 3D Point Cloud Attack0
CASPNet++: Joint Multi-Agent Motion Prediction0
UniWorld: Autonomous Driving Pre-training via World ModelsCode0
PV-SSD: A Multi-Modal Point Cloud Feature Fusion Method for Projection Features and Variable Receptive Field Voxel Features0
TorchQL: A Programming Framework for Integrity Constraints in Machine Learning0
R2S100K: Road-Region Segmentation Dataset For Semi-Supervised Autonomous Driving in the Wild0
Hardware Accelerators in Autonomous Driving0
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment0
Machine Learning aided Computer Architecture Design for CNN Inferencing Systems0
Exploring the Potential of World Models for Anomaly Detection in Autonomous Driving0
Autonomous Vehicles as a Sensor: Simulating Data Collection Process0
Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network0
SAfER: Layer-Level Sensitivity Assessment for Efficient and Robust Neural Network Inference0
Leveraging the Edge and Cloud for V2X-Based Real-Time Object Detection in Autonomous Driving0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Driving0
Temporal DINO: A Self-supervised Video Strategy to Enhance Action Prediction0
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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