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 39263950 of 6092 papers

TitleStatusHype
Master's Thesis: Out-of-distribution Detection with Energy-based ModelsCode0
Joint Geometry and Attribute Upsampling of Point Clouds Using Frequency-Selective Models with Overlapped Support0
Certified Interpretability Robustness for Class Activation Mapping0
An Efficient Semi-Automated Scheme for Infrastructure LiDAR Annotation0
Autonomous particles0
FlatFormer: Flattened Window Attention for Efficient Point Cloud Transformer0
On Multi-Agent Deep Deterministic Policy Gradients and their Explainability for SMARTS Environment0
MAVERIC: A Data-Driven Approach to Personalized Autonomous Driving0
A Light-Weight Communication-Efficient Data Sharing Approach in 5G NR V2X0
Human-Machine Collaboration for Smart Decision Making: Current Trends and Future Opportunities0
PTA-Det: Point Transformer Associating Point cloud and Image for 3D Object Detection0
DR-WLC: Dimensionality Reduction cognition for object detection and pose estimation by Watching, Learning and CheckingCode0
The #DNN-Verification Problem: Counting Unsafe Inputs for Deep Neural Networks0
Deep-learning-based on-chip rapid spectral imaging with high spatial resolution0
DarkVision: A Benchmark for Low-light Image/Video Perception0
Salient Sign Detection In Safe Autonomous Driving: AI Which Reasons Over Full Visual Context0
Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss0
Uncertainty Estimation based on Geometric Separation0
Time of Arrival Error Estimation for Positioning Using Convolutional Neural Networks0
Failure Detection for Motion Prediction of Autonomous Driving: An Uncertainty Perspective0
How Does Traffic Environment Quantitatively Affect the Autonomous Driving Prediction?0
Optical Flow for Autonomous Driving: Applications, Challenges and Improvements0
ShadowNav: Crater-Based Localization for Nighttime and Permanently Shadowed Region Lunar Navigation0
InstaGraM: Instance-level Graph Modeling for Vectorized HD Map LearningCode0
Deep Planar Parallax for Monocular Depth Estimation0
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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