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 10261050 of 6092 papers

TitleStatusHype
Pedestrian 3D Bounding Box PredictionCode1
SSL-Lanes: Self-Supervised Learning for Motion Forecasting in Autonomous DrivingCode1
MGNet: Monocular Geometric Scene Understanding for Autonomous DrivingCode1
LaRa: Latents and Rays for Multi-Camera Bird's-Eye-View Semantic SegmentationCode1
Multi-Agent Car Parking using Reinforcement LearningCode1
S2TNet: Spatio-Temporal Transformer Networks for Trajectory Prediction in Autonomous DrivingCode1
GNN-PMB: A Simple but Effective Online 3D Multi-Object Tracker without Bells and WhistlesCode1
Benchmarking Constraint Inference in Inverse Reinforcement LearningCode1
ECTLO: Effective Continuous-time Odometry Using Range Image for LiDAR with Small FoVCode1
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain AdaptationCode1
Trajectory-guided Control Prediction for End-to-end Autonomous Driving: A Simple yet Strong BaselineCode1
A Search-Based Testing Approach for Deep Reinforcement Learning AgentsCode1
ATDN vSLAM: An all-through Deep Learning-Based Solution for Visual Simultaneous Localization and MappingCode1
Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory PredictionCode1
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision ModelsCode1
CO^3: Cooperative Unsupervised 3D Representation Learning for Autonomous DrivingCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
MotionCNN: A Strong Baseline for Motion Prediction in Autonomous DrivingCode1
GIN: Graph-based Interaction-aware Constraint Policy Optimization for Autonomous DrivingCode1
Benchmarking the Robustness of LiDAR-Camera Fusion for 3D Object DetectionCode1
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World ModelsCode1
Phantom Sponges: Exploiting Non-Maximum Suppression to Attack Deep Object DetectorsCode1
Exploring Map-based Features for Efficient Attention-based Vehicle Motion PredictionCode1
Flexible Diffusion Modeling of Long VideosCode1
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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