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 54015425 of 6092 papers

TitleStatusHype
Perception as prediction using general value functions in autonomous driving applications0
Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement LearningCode1
GhostImage: Remote Perception Attacks against Camera-based Image Classification SystemsCode0
Safety Control with Preview Automaton0
Review: deep learning on 3D point clouds0
Probabilistic 3D Multi-Object Tracking for Autonomous DrivingCode1
AAAI FSS-19: Human-Centered AI: Trustworthiness of AI Models and Data Proceedings0
Differentially Private and Fair Classification via Calibrated Functional Mechanism0
LIDAR Data for Deep Learning-Based mmWave Beam-Selection0
RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous DrivingCode1
The Past and Present of Imitation Learning: A Citation Chain Study0
VisionNet: A Drivable-space-based Interactive Motion Prediction Network for Autonomous Driving0
Dynamic Task Weighting Methods for Multi-task Networks in Autonomous Driving Systems0
The Pedestrian Patterns Dataset0
Deceiving Image-to-Image Translation Networks for Autonomous Driving with Adversarial Perturbations0
CAE-LO: LiDAR Odometry Leveraging Fully Unsupervised Convolutional Auto-Encoder for Interest Point Detection and Feature DescriptionCode1
Visual Semantic SLAM with Landmarks for Large-Scale Outdoor EnvironmentCode1
Intelligent Roundabout Insertion using Deep Reinforcement Learning0
Zero-Shot Reinforcement Learning with Deep Attention Convolutional Neural Networks0
Real-Time Mine Road Boundary Detection and Tracking for Autonomous Truck0
Multi-lane Detection Using Instance Segmentation and Attentive Voting0
Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object TrackingCode1
Vehicle Communication using Hash Chain-based Secure Cluster0
Deep Learning for 3D Point Clouds: A SurveyCode1
Learning by CheatingCode1
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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