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 18761900 of 6092 papers

TitleStatusHype
Cost-Sensitive Uncertainty-Based Failure Recognition for Object DetectionCode0
A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic SegmentationCode2
Integration of Mixture of Experts and Multimodal Generative AI in Internet of Vehicles: A Survey0
A Survey on Intermediate Fusion Methods for Collaborative Perception Categorized by Real World Challenges0
Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression0
LaneCorrect: Self-supervised Lane Detection0
OccGen: Generative Multi-modal 3D Occupancy Prediction for Autonomous Driving0
Localization Based on MIMO Backscattering from Retro-Directive Antenna Arrays0
PointDifformer: Robust Point Cloud Registration With Neural Diffusion and Transformer0
Deep Learning-Based Point Cloud Registration: A Comprehensive Survey and TaxonomyCode2
Neural Radiance Field in Autonomous Driving: A Survey0
Collaborative Perception Datasets in Autonomous Driving: A Survey0
Soar: Design and Deployment of A Smart Roadside Infrastructure System for Autonomous Driving0
FisheyeDetNet: 360° Surround view Fisheye Camera based Object Detection System for Autonomous Driving0
BACS: Background Aware Continual Semantic SegmentationCode0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception0
FipTR: A Simple yet Effective Transformer Framework for Future Instance Prediction in Autonomous DrivingCode1
Camera Agnostic Two-Head Network for Ego-Lane Inference0
DragTraffic: Interactive and Controllable Traffic Scene Generation for Autonomous Driving0
Language-Driven Active Learning for Diverse Open-Set 3D Object DetectionCode0
TrACT: A Training Dynamics Aware Contrastive Learning Framework for Long-tail Trajectory Prediction0
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth EstimationCode2
An Online Spatial-Temporal Graph Trajectory Planner for Autonomous Vehicles0
Stability Certificates for Receding Horizon Games0
Reducing Bias in Pre-trained Models by Tuning while Penalizing Change0
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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