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 54765500 of 6092 papers

TitleStatusHype
RST-MODNet: Real-time Spatio-temporal Moving Object Detection for Autonomous Driving0
Just Go with the Flow: Self-Supervised Scene Flow EstimationCode0
Learning a Decision Module by Imitating Driver's Control Behaviors0
Urban Driving with Conditional Imitation Learning0
Quadratic Q-network for Learning Continuous Control for Autonomous Vehicles0
Simulation-based reinforcement learning for real-world autonomous drivingCode0
AutoRemover: Automatic Object Removal for Autonomous Driving VideosCode0
DiversityGAN: Diversity-Aware Vehicle Motion Prediction via Latent Semantic Sampling0
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement0
Multi-Vehicle Mixed-Reality Reinforcement Learning for Autonomous Multi-Lane Driving0
End-to-End Model-Free Reinforcement Learning for Urban Driving using Implicit AffordancesCode0
Identifying Model Weakness with Adversarial Examiner0
Looking at the right stuff: Guided semantic-gaze for autonomous driving0
Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms0
SCR-Graph: Spatial-Causal Relationships based Graph Reasoning Network for Human Action Prediction0
Crowd Density Forecasting by Modeling Patch-based Dynamics0
RefinedMPL: Refined Monocular PseudoLiDAR for 3D Object Detection in Autonomous Driving0
Decision Making for Autonomous Driving via Augmented Adversarial Inverse Reinforcement Learning0
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models0
Real-Time Semantic Segmentation via Multiply Spatial Fusion Network0
Coverage Testing of Deep Learning Models using Dataset Characterization0
Automated Augmentation with Reinforcement Learning and GANs for Robust Identification of Traffic Signs using Front Camera Images0
LiDAR ICPS-net: Indoor Camera Positioning based-on Generative Adversarial Network for RGB to Point-Cloud Translation0
VisionISP: Repurposing the Image Signal Processor for Computer Vision Applications0
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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