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 19261950 of 6092 papers

TitleStatusHype
Enhanced free space detection in multiple lanes based on single CNN with scene identificationCode0
Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time ApplicationsCode0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
HSDA: High-frequency Shuffle Data Augmentation for Bird's-Eye-View Map SegmentationCode0
HopTrack: A Real-time Multi-Object Tracking System for Embedded DevicesCode0
How Private Is Your RL Policy? An Inverse RL Based Analysis FrameworkCode0
H_ Model-free Reinforcement Learning with Robust Stability GuaranteeCode0
HiLO: High-Level Object Fusion for Autonomous Driving using TransformersCode0
High-Order Evolving Graphs for Enhanced Representation of Traffic DynamicsCode0
Heterogeneous-Agent Trajectory Forecasting Incorporating Class UncertaintyCode0
Adversarial samples for deep monocular 6D object pose estimationCode0
Hierarchical Deep Stereo Matching on High-resolution ImagesCode0
Hard Cases Detection in Motion Prediction by Vision-Language Foundation ModelsCode0
Hallucination Elimination and Semantic Enhancement Framework for Vision-Language Models in Traffic ScenariosCode0
Hardness-Aware Scene Synthesis for Semi-Supervised 3D Object DetectionCode0
Adversarial shape perturbations on 3D point cloudsCode0
HawkDrive: A Transformer-driven Visual Perception System for Autonomous Driving in Night SceneCode0
Guiding Attention in End-to-End Driving ModelsCode0
Continual Unsupervised Domain Adaptation for Semantic SegmentationCode0
HierDAMap: Towards Universal Domain Adaptive BEV Mapping via Hierarchical Perspective PriorsCode0
Ground then Navigate: Language-guided Navigation in Dynamic ScenesCode0
Continual Learning of Unsupervised Monocular Depth from VideosCode0
Adversarial Mixture Density Networks: Learning to Drive Safely from Collision DataCode0
Enhancing Pedestrian Trajectory Prediction with Crowd Trip InformationCode0
GRIP: Graph-based Interaction-aware Trajectory PredictionCode0
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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