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 25512575 of 6092 papers

TitleStatusHype
Improving the Transferability of 3D Point Cloud Attack via Spectral-aware Admix and Optimization Designs0
DAE-Fuse: An Adaptive Discriminative Autoencoder for Multi-Modality Image Fusion0
Attention Mechanism for Contrastive Learning in GAN-based Image-to-Image Translation0
A Framework for a Capability-driven Evaluation of Scenario Understanding for Multimodal Large Language Models in Autonomous Driving0
DACOM: Learning Delay-Aware Communication for Multi-Agent Reinforcement Learning0
DA4AD: End-to-End Deep Attention-based Visual Localization for Autonomous Driving0
A Framework for Learning Scoring Rules in Autonomous Driving Planning Systems0
Achieving Real-Time LiDAR 3D Object Detection on a Mobile Device0
D^3CTTA: Domain-Dependent Decorrelation for Continual Test-Time Adaption of 3D LiDAR Segmentation0
D2E-An Autonomous Decision-making Dataset involving Driver States and Human Evaluation0
Attention for Adversarial Attacks: Learning from your Mistakes0
Cycle-Consistent World Models for Domain Independent Latent Imagination0
CyberLoc: Towards Accurate Long-term Visual Localization0
Attention-Enhanced Cross-modal Localization Between 360 Images and Point Clouds0
Improving Robustness of Learning-based Autonomous Steering Using Adversarial Images0
Inconsistency-based Active Learning for LiDAR Object Detection0
CyberCortex.AI: An AI-based Operating System for Autonomous Robotics and Complex Automation0
CXTrack: Improving 3D Point Cloud Tracking with Contextual Information0
Attention-based U-Net Method for Autonomous Lane Detection0
CVPR 2019 WAD Challenge on Trajectory Prediction and 3D Perception0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving0
Attention-based Adversarial Appearance Learning of Augmented Pedestrians0
CVAE-H: Conditionalizing Variational Autoencoders via Hypernetworks and Trajectory Forecasting for Autonomous Driving0
A Fine-Grained Dataset and its Efficient Semantic Segmentation for Unstructured Driving Scenarios0
CurveFormer++: 3D Lane Detection by Curve Propagation with Temporal Curve Queries and Attention0
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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