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 11011125 of 6092 papers

TitleStatusHype
Density-Insensitive Unsupervised Domain Adaption on 3D Object DetectionCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
ABNet: Attention BarrierNet for Safe and Scalable Robot LearningCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
Enhancing Monocular 3D Scene Completion with Diffusion ModelCode1
Motion Prediction Using Temporal Inception ModuleCode1
PPAD: Iterative Interactions of Prediction and Planning for End-to-end Autonomous DrivingCode1
Combining Reinforcement Learning with Model Predictive Control for On-Ramp MergingCode1
Are We Ready for Vision-Centric Driving Streaming Perception? The ASAP BenchmarkCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
MonoLSS: Learnable Sample Selection For Monocular 3D DetectionCode1
DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous DrivingCode1
DEFLOW: Self-supervised 3D Motion Estimation of Debris FlowCode1
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
Multimodal Motion Prediction with Stacked TransformersCode1
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based LocalizationCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic SegmentationCode1
DatasetEquity: Are All Samples Created Equal? In The Quest For Equity Within DatasetsCode1
Model-based Constrained Reinforcement Learning using Generalized Control Barrier FunctionCode1
Co-Fix3D: Enhancing 3D Object Detection with Collaborative RefinementCode1
A Dual-Cycled Cross-View Transformer Network for Unified Road Layout Estimation and 3D Object Detection in the Bird's-Eye-ViewCode1
CODiT: Conformal Out-of-Distribution Detection in Time-Series DataCode1
Det6D: A Ground-Aware Full-Pose 3D Object Detector for Improving Terrain RobustnessCode1
CoDiff: Conditional Diffusion Model for Collaborative 3D Object DetectionCode1
Show:102550
← PrevPage 45 of 244Next →

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