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 17211730 of 6092 papers

TitleStatusHype
Analyzing Computer Vision Data - The Good, the Bad and the Ugly0
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation0
Driverseat: Crowdstrapping Learning Tasks for Autonomous Driving0
DriverGym: Democratising Reinforcement Learning for Autonomous Driving0
Driver Assistance System Based on Multimodal Data Hazard Detection0
Driving Through Ghosts: Behavioral Cloning with False Positives0
Analyzing and Mitigating Bias for Vulnerable Classes: Towards Balanced Representation in Dataset0
Driving through the Lens: Improving Generalization of Learning-based Steering using Simulated Adversarial Examples0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation0
Multi-task UNet architecture for end-to-end autonomous driving0
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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