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 35413550 of 6092 papers

TitleStatusHype
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment0
Machine Learning aided Computer Architecture Design for CNN Inferencing Systems0
Exploring the Potential of World Models for Anomaly Detection in Autonomous Driving0
Autonomous Vehicles as a Sensor: Simulating Data Collection Process0
Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network0
SAfER: Layer-Level Sensitivity Assessment for Efficient and Robust Neural Network Inference0
Leveraging the Edge and Cloud for V2X-Based Real-Time Object Detection in Autonomous Driving0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Driving0
Temporal DINO: A Self-supervised Video Strategy to Enhance Action 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