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 23712380 of 6092 papers

TitleStatusHype
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
Interpretable Long Term Waypoint-Based Trajectory Prediction Model0
M3SOT: Multi-frame, Multi-field, Multi-space 3D Single Object TrackingCode1
Dynamic Adversarial Attacks on Autonomous Driving SystemsCode0
Camera-based 3D Semantic Scene Completion with Sparse Guidance NetworkCode1
Beyond One Model Fits All: Ensemble Deep Learning for Autonomous Vehicles0
GenDepth: Generalizing Monocular Depth Estimation for Arbitrary Camera Parameters via Ground Plane Embedding0
Prospective Role of Foundation Models in Advancing Autonomous Vehicles0
Exploring Radar Data Representations in Autonomous Driving: A Comprehensive ReviewCode2
Fine-Grained Extraction of Road Networks via Joint Learning of Connectivity and SegmentationCode0
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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