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 37013750 of 6092 papers

TitleStatusHype
JVLDLoc: a Joint Optimization of Visual-LiDAR Constraints and Direction Priors for Localization in Driving Scenario0
Effectiveness of Function Matching in Driving Scene Recognition0
MonoSIM: Simulating Learning Behaviors of Heterogeneous Point Cloud Object Detectors for Monocular 3D Object DetectionCode0
Real-Time Robust Video Object Detection System Against Physical-World Adversarial Attacks0
PersDet: Monocular 3D Detection in Perspective Bird's-Eye-View0
Neural Light Field Estimation for Street Scenes with Differentiable Virtual Object Insertion0
Single-Stage Open-world Instance Segmentation with Cross-task Consistency RegularizationCode0
Transcending XAI Algorithm Boundaries through End-User-Inspired Design0
Context-Aware Streaming Perception in Dynamic EnvironmentsCode0
A Human-in-the-Middle Attack against Object Detection SystemsCode1
Multi-modal Transformer Path Prediction for Autonomous Vehicle0
An Empirical Study of Pseudo-Labeling for Image-based 3D Object Detection0
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation0
Trustworthy Federated Learning via Blockchain0
Towards 6G-V2X: Aggregated RF-VLC for Ultra-Reliable and Low-Latency Autonomous Driving0
Optimizing Anchor-based Detectors for Autonomous Driving Scenes0
Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with TransformerCode1
NOTE: Robust Continual Test-time Adaptation Against Temporal CorrelationCode1
VectorFlow: Combining Images and Vectors for Traffic Occupancy and Flow Prediction0
All-optical image classification through unknown random diffusers using a single-pixel diffractive network0
Aerial Monocular 3D Object DetectionCode0
RadSegNet: A Reliable Approach to Radar Camera Fusion0
Stochastic MPC with Dual Control for Autonomous Driving with Multi-Modal Interaction-Aware Predictions0
Coordinated PSO-PID based longitudinal control with LPV-MPC based lateral control for autonomous vehiclesCode1
A Survey on Visual Map Localization Using LiDARs and Cameras0
A Lightweight Machine Learning Pipeline for LiDAR-simulation0
IPDAE: Improved Patch-Based Deep Autoencoder for Lossy Point Cloud Geometry CompressionCode1
Safe and Human-Like Autonomous Driving: A Predictor-Corrector Potential Game Approach0
TransPillars: Coarse-to-Fine Aggregation for Multi-Frame 3D Object Detection0
LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor0
Reinforcement Learning for Joint V2I Network Selection and Autonomous Driving Policies0
ViP3D: End-to-end Visual Trajectory Prediction via 3D Agent QueriesCode1
Time-Dependent Performance Modeling for Platooning Communications at Intersection0
Ithaca365: Dataset and Driving Perception under Repeated and Challenging Weather Conditions0
STrajNet: Multi-modal Hierarchical Transformer for Occupancy Flow Field Prediction in Autonomous DrivingCode1
enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural NetworksCode0
Robust Trajectory Prediction against Adversarial Attacks0
Safety-Enhanced Autonomous Driving Using Interpretable Sensor Fusion TransformerCode2
GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS dataCode1
PointFix: Learning to Fix Domain Bias for Robust Online Stereo AdaptationCode0
Semantic Segmentation for Autonomous Driving: Model Evaluation, Dataset Generation, Perspective Comparison, and Real-Time CapabilityCode0
CENet: Toward Concise and Efficient LiDAR Semantic Segmentation for Autonomous DrivingCode1
Semi-supervised 3D Object Detection with Proficient TeachersCode1
Inter-Frame Compression for Dynamic Point Cloud Geometry Coding0
p-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations0
CODiT: Conformal Out-of-Distribution Detection in Time-Series DataCode1
Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discovery0
Driver Dojo: A Benchmark for Generalizable Reinforcement Learning for Autonomous DrivingCode1
Provable Defense Against Geometric TransformationsCode0
Towards Robust On-Ramp Merging via Augmented Multimodal Reinforcement Learning0
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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