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 36013650 of 6092 papers

TitleStatusHype
Domain Adaptation for Unknown Image Distortions in Instance Segmentation0
CW-ERM: Improving Autonomous Driving Planning with Closed-loop Weighted Empirical Risk MinimizationCode2
MOTSLAM: MOT-assisted monocular dynamic SLAM using single-view depth estimation0
Image Masking for Robust Self-Supervised Monocular Depth EstimationCode1
Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated LearningCode1
Differentiable Raycasting for Self-supervised Occupancy ForecastingCode1
ROAD-R: The Autonomous Driving Dataset with Logical RequirementsCode1
PlaneDepth: Self-supervised Depth Estimation via Orthogonal PlanesCode1
ASAP: Accurate semantic segmentation for real time performance0
LOPR: Latent Occupancy PRediction using Generative ModelsCode1
Efficient Bayes Inference in Neural Networks through Adaptive Importance SamplingCode0
Learning-Based Adaptive Optimal Control of Linear Time-Delay Systems: A Policy Iteration Approach0
Transformers for Object Detection in Large Point Clouds0
Self-Configurable Stabilized Real-Time Detection Learning for Autonomous Driving Applications0
NVRadarNet: Real-Time Radar Obstacle and Free Space Detection for Autonomous Driving0
Leveraging machine learning for less developed languages: Progress on Urdu text detection0
PCB-RandNet: Rethinking Random Sampling for LIDAR Semantic Segmentation in Autonomous Driving SceneCode1
FIRE: A Failure-Adaptive Reinforcement Learning Framework for Edge Computing Migrations0
How GPT-3 responds to different publics on climate change and Black Lives Matter: A critical appraisal of equity in conversational AI0
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Towards Multimodal Multitask Scene Understanding Models for Indoor Mobile Agents0
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection0
Design of Automatic Driving Safety Level and Positioning Accuracy0
ERASE-Net: Efficient Segmentation Networks for Automotive Radar Signals0
Exploring Attention GAN for Vehicle Motion PredictionCode1
From One to Many: Dynamic Cross Attention Networks for LiDAR and Camera Fusion0
Gradient Optimization for Single-State RMDPs0
Ground then Navigate: Language-guided Navigation in Dynamic ScenesCode0
LEADER: Learning Attention over Driving Behaviors for Planning under UncertaintyCode1
GIDP: Learning a Good Initialization and Inducing Descriptor Post-enhancing for Large-scale Place Recognition0
Image-to-Image Translation for Autonomous Driving from Coarsely-Aligned Image Pairs0
Query-based Hard-Image Retrieval for Object Detection at Test TimeCode1
Oracle Analysis of Representations for Deep Open Set Detection0
FusionRCNN: LiDAR-Camera Fusion for Two-stage 3D Object DetectionCode0
Joint Communication, Sensing and Localization for Airborne Applications0
Stochastic Future Prediction in Real World Driving Scenarios0
ECSAS: Exploring Critical Scenarios from Action Sequence in Autonomous Driving0
Partially Observable Markov Decision Processes in Robotics: A Survey0
USC: Uncompromising Spatial Constraints for Safety-Oriented 3D Object Detectors in Autonomous Driving0
RNGDet++: Road Network Graph Detection by Transformer with Instance Segmentation and Multi-scale Features Enhancement0
Anti-Delay Kalman Filter Fusion Algorithm for Vehicle-borne Sensor Network with Finite-Time Convergence0
GANet: Goal Area Network for Motion ForecastingCode1
A Dual-Cycled Cross-View Transformer Network for Unified Road Layout Estimation and 3D Object Detection in the Bird's-Eye-ViewCode1
Comparative Study of Q-Learning and NeuroEvolution of Augmenting Topologies for Self Driving Agents0
Effective Adaptation in Multi-Task Co-Training for Unified Autonomous Driving0
A real-time dynamic obstacle tracking and mapping system for UAV navigation and collision avoidance with an RGB-D cameraCode2
RGB-Event Fusion for Moving Object Detection in Autonomous DrivingCode1
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction ModelCode1
Model Predictive Robustness of Signal Temporal Logic Predicates0
CurveFormer: 3D Lane Detection by Curve Propagation with Curve Queries and Attention0
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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