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 59766000 of 6092 papers

TitleStatusHype
Learning-based Autonomous Oversteer Control and Collision Avoidance0
Learning-based Multi-View Stereo: A Survey0
Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression0
Learning Cascaded Detection Tasks with Weakly-Supervised Domain Adaptation0
Learning Content-Aware Multi-Modal Joint Input Pruning via Bird's-Eye-View Representation0
Learning a Decision Module by Imitating Driver's Control Behaviors0
Exploring Contextual Representation and Multi-Modality for End-to-End Autonomous Driving0
Learning Dynamic Graph for Overtaking Strategy in Autonomous Driving0
Learning Feasibility Constraints for Control Barrier Functions0
LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models0
Learning from demonstrations with SACR2: Soft Actor-Critic with Reward Relabeling0
Learning from Maps: Visual Common Sense for Autonomous Driving0
Validity Learning on Failures: Mitigating the Distribution Shift in Autonomous Vehicle Planning0
Learning Grammar of Complex Activities via Deep Neural Networks0
Learning Human Dynamics in Autonomous Driving Scenarios0
Learning Interpretable End-to-End Vision-Based Motion Planning for Autonomous Driving with Optical Flow Distillation0
Learning Interpretable Policies in Hindsight-Observable POMDPs through Partially Supervised Reinforcement Learning0
Learning Isometric Embeddings of Road Networks using Multidimensional Scaling0
Learning Monocular Depth in Dynamic Environment via Context-aware Temporal Attention0
Learning Navigation Costs from Demonstration with Semantic Observations0
Learning Navigation Costs from Demonstrations with Semantic Observations0
Learning Object-specific Distance from a Monocular Image0
Learning Off-Road Terrain Traversability with Self-Supervisions Only0
Learning on Hardware: A Tutorial on Neural Network Accelerators and Co-Processors0
Learning Optical Flow, Depth, and Scene Flow without Real-World Labels0
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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