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 40514100 of 6092 papers

TitleStatusHype
Lane Detection with Versatile AtrousFormer and Local Semantic Guidance0
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions0
Important Object Identification with Semi-Supervised Learning for Autonomous Driving0
Reconfigurable Intelligent Surface (RIS)-aided Vehicular Networks: Their Protocols, Resource Allocation, and Performance0
A Quality Index Metric and Method for Online Self-Assessment of Autonomous Vehicles Sensory Perception0
Pedestrian Stop and Go Forecasting with Hybrid Feature FusionCode1
Pseudo-Stereo for Monocular 3D Object Detection in Autonomous DrivingCode1
A Versatile Multi-View Framework for LiDAR-based 3D Object Detection with Guidance from Panoptic Segmentation0
Differentiable Control Barrier Functions for Vision-based End-to-End Autonomous Driving0
Evaluating Object (mis)Detection from a Safety and Reliability Perspective: Discussion and MeasuresCode0
Optical Flow Based Motion Detection for Autonomous DrivingCode1
Bilateral Deep Reinforcement Learning Approach for Better-than-human Car Following Model0
Intrinsically-Motivated Reinforcement Learning: A Brief Introduction0
Beyond 3D Siamese Tracking: A Motion-Centric Paradigm for 3D Single Object Tracking in Point CloudsCode2
LatentFormer: Multi-Agent Transformer-Based Interaction Modeling and Trajectory Prediction0
Spatio-Temporal Gating-Adjacency GCN for Human Motion Prediction0
Continual BatchNorm Adaptation (CBNA) for Semantic SegmentationCode0
MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasksCode1
Physical Backdoor Attacks to Lane Detection Systems in Autonomous Driving0
Improving Lidar-Based Semantic Segmentation of Top-View Grid Maps by Learning Features in Complementary Representations0
Vision-based Large-scale 3D Semantic Mapping for Autonomous Driving Applications0
A Unified Query-based Paradigm for Point Cloud UnderstandingCode1
MMFN: Multi-Modal Fusion Net for End-to-End Autonomous DrivingCode1
Adversarial samples for deep monocular 6D object pose estimationCode0
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey0
Understanding the Challenges When 3D Semantic Segmentation Faces Class Imbalanced and OOD Data0
"If you could see me through my eyes": Predicting Pedestrian Perception0
Unsupervised Point Cloud Representation Learning with Deep Neural Networks: A SurveyCode2
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous DrivingCode1
TransKD: Transformer Knowledge Distillation for Efficient Semantic SegmentationCode1
How Much Depth Information can Radar Contribute to a Depth Estimation Model?0
Attacks and Faults Injection in Self-Driving Agents on the Carla Simulator -- Experience Report0
LF-VIO: A Visual-Inertial-Odometry Framework for Large Field-of-View Cameras with Negative PlaneCode1
Context-Hierarchy Inverse Reinforcement Learning0
Confidence Calibration for Object Detection and Segmentation0
On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression0
Testing Deep Learning Models: A First Comparative Study of Multiple Testing Techniques0
Light Robust Monocular Depth Estimation For Outdoor Environment Via Monochrome And Color Camera Fusion0
Path-Aware Graph Attention for HD Maps in Motion Prediction0
DL-SLOT: Dynamic Lidar SLAM and Object Tracking Based On Graph Optimization0
Enabling Efficient Deep Convolutional Neural Network-based Sensor Fusion for Autonomous Driving0
Multi-Task Conditional Imitation Learning for Autonomous Navigation at Crowded Intersections0
Going Deeper into Recognizing Actions in Dark Environments: A Comprehensive Benchmark Study0
Multi-task Safe Reinforcement Learning for Navigating Intersections in Dense Traffic0
Task-oriented Scheduling for Networked Control Systems: An Age of Information-Aware Implementation on Software-defined Radios0
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentationCode0
CSCNet: Contextual Semantic Consistency Network for Trajectory Prediction in Crowded Spaces0
V2X-Sim: Multi-Agent Collaborative Perception Dataset and Benchmark for Autonomous Driving0
Reducing Overconfidence Predictions for Autonomous Driving Perception0
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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