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 46014625 of 6092 papers

TitleStatusHype
Analysis and Mitigations of Reverse Engineering Attacks on Local Feature Descriptors0
Video Class Agnostic Segmentation with Contrastive Learning for Autonomous DrivingCode1
A 2.5D Vehicle Odometry Estimation for Vision Applications0
Preference learning along multiple criteria: A game-theoretic perspective0
A Theoretical-Empirical Approach to Estimating Sample Complexity of DNNs0
Software Engineering for AI-Based Systems: A SurveyCode1
Enabling 3D Object Detection with a Low-Resolution LiDAR0
Towards End-to-End Deep Learning for Autonomous Racing: On Data Collection and a Unified Architecture for Steering and Throttle Prediction0
Robustness Enhancement of Object Detection in Advanced Driver Assistance Systems (ADAS)Code0
Pedestrian Detection in 3D Point Clouds using Deep Neural Networks0
Learning to drive from a world on railsCode1
Investigating the Impact of Multi-LiDAR Placement on Object Detection for Autonomous DrivingCode1
A LiDAR Assisted Control Module with High Precision in Parking Scenarios for Autonomous Driving Vehicle0
Lite-FPN for Keypoint-based Monocular 3D Object DetectionCode1
Lane Graph Estimation for Scene Understanding in Urban DrivingCode1
Improved Real-Time Monocular SLAM Using Semantic Segmentation on Selective Frames0
Complex-valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation0
Physically Feasible Vehicle Trajectory Prediction0
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety0
Weather and Light Level Classification for Autonomous Driving: Dataset, Baseline and Active Learning0
Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenes0
Reward (Mis)design for Autonomous Driving0
Computer vision in automated parking systems: Design, implementation and challenges0
Heterogeneous-Agent Trajectory Forecasting Incorporating Class UncertaintyCode0
Vision-based Driver Assistance Systems: Survey, Taxonomy and Advances0
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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