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 14761500 of 6092 papers

TitleStatusHype
DriveMind: A Dual-VLM based Reinforcement Learning Framework for Autonomous Driving0
CAT-Det: Contrastively Augmented Transformer for Multi-modal 3D Object Detection0
CASPNet++: Joint Multi-Agent Motion Prediction0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception0
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention0
Case Studies for Computing Density of Reachable States for Safe Autonomous Motion Planning0
ADD: An Automatic Desensitization Fisheye Dataset for Autonomous Driving0
Case-based Reasoning Augmented Large Language Model Framework for Decision Making in Realistic Safety-Critical Driving Scenarios0
Cascaded Scene Flow Prediction using Semantic Segmentation0
ADCNet: Learning from Raw Radar Data via Distillation0
A Pedestrian Detection and Tracking Framework for Autonomous Cars: Efficient Fusion of Camera and LiDAR Data0
AADS: Augmented Autonomous Driving Simulation using Data-driven Algorithms0
3D for Free: Crossmodal Transfer Learning using HD Maps0
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
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
CARNet: A Dynamic Autoencoder for Learning Latent Dynamics in Autonomous Driving Tasks0
Anytime Incremental ρPOMDP Planning in Continuous Spaces0
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
AAAI FSS-19: Human-Centered AI: Trustworthiness of AI Models and Data Proceedings0
Anti-Delay Kalman Filter Fusion Algorithm for Vehicle-borne Sensor Network with Finite-Time Convergence0
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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