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 49765000 of 6092 papers

TitleStatusHype
OmniDet: Surround View Cameras based Multi-task Visual Perception Network for Autonomous DrivingCode0
Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems0
Adaptive Optimization of Autonomous Vehicle Computational Resources for Performance and Energy Improvement0
Disturbing Reinforcement Learning Agents with Corrupted Rewards0
Corner Cases for Visual Perception in Automated Driving: Some Guidance on Detection Approaches0
Driver2vec: Driver Identification from Automotive Data0
Robustness in Compressed Neural Networks for Object Detection0
Vehicle Localization via Cooperative Channel Mapping0
End-to-End Deep Learning of Lane Detection and Path Prediction for Real-Time Autonomous Driving0
Gated3D: Monocular 3D Object Detection From Temporal Illumination Cues0
Risk-Constrained Interactive Safety under Behavior Uncertainty for Autonomous Driving0
Experience-Based Heuristic Search: Robust Motion Planning with Deep Q-Learning0
A Bayesian Neural Network based on Dropout Regulation0
TAD: Trigger Approximation based Black-box Trojan Detection for AI0
Optical flow and scene flow estimation: A survey0
Autonomous Navigation through intersections with Graph ConvolutionalNetworks and Conditional Imitation Learning for Self-driving Cars0
Spatial-Channel Transformer Network for Trajectory Prediction on the Traffic Scenes0
Probability Trajectory: One New Movement Description for Trajectory Prediction0
Learning to falsify automated driving vehicles with prior knowledge0
Anchor Distance for 3D Multi-Object Distance Estimation from 2D Single Shot0
MIMO-SAR: A Hierarchical High-resolution Imaging Algorithm for mmWave FMCW Radar in Autonomous Driving0
A two-stage data association approach for 3D Multi-object Tracking0
Fooling thermal infrared pedestrian detectors in real world using small bulbs0
Shielding Atari Games with Bounded PrescienceCode0
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction0
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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