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 22262250 of 6092 papers

TitleStatusHype
EqDrive: Efficient Equivariant Motion Forecasting with Multi-Modality for Autonomous Driving0
A Pedestrian Detection and Tracking Framework for Autonomous Cars: Efficient Fusion of Camera and LiDAR Data0
ADCNet: Learning from Raw Radar Data via Distillation0
AADS: Augmented Autonomous Driving Simulation using Data-driven Algorithms0
ePointDA: An End-to-End Simulation-to-Real Domain Adaptation Framework for LiDAR Point Cloud Segmentation0
Episodic Reinforcement Learning with Expanded State-reward Space0
Episodic Future Thinking Mechanism for Multi-agent Reinforcement Learning0
CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-scale Reinforcement Learning in Autonomous Driving0
APE: An Open and Shared Annotated Dataset for Learning Urban Pedestrian Path Networks0
EO-VLM: VLM-Guided Energy Overload Attacks on Vision Models0
Stochasticity in Motion: An Information-Theoretic Approach to Trajectory Prediction0
CARPAL: Confidence-Aware Intent Recognition for Parallel Autonomy0
APARATE: Adaptive Adversarial Patch for CNN-based Monocular Depth Estimation for Autonomous Navigation0
AdaWM: Adaptive World Model based Planning for Autonomous Driving0
Enhancing Vision-Language Models with Scene Graphs for Traffic Accident Understanding0
Enhancing Vehicle Make and Model Recognition with 3D Attention Modules0
CARNet: A Dynamic Autoencoder for Learning Latent Dynamics in Autonomous Driving Tasks0
Enhancing Traffic Sign Recognition On The Performance Based On Yolov80
Anytime Incremental ρPOMDP Planning in Continuous Spaces0
Enhancing the Spatial Awareness Capability of Multi-Modal Large Language Model0
Enhancing Steering Estimation with Semantic-Aware GNNs0
Enhancing Sampling Protocol for Point Cloud Classification Against Corruptions0
Carl-Lead: Lidar-based End-to-End Autonomous Driving with Contrastive Deep Reinforcement Learning0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions0
A Dataset for Semantic Segmentation in the Presence of Unknowns0
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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