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 15211530 of 6092 papers

TitleStatusHype
On Offline Evaluation of Vision-based Driving ModelsCode0
Boosting Real-Time Driving Scene Parsing with Shared SemanticsCode0
An efficient solution for semantic segmentation: ShuffleNet V2 with atrous separable convolutionsCode0
Online Distillation with Continual Learning for Cyclic Domain ShiftsCode0
Online Temporal Calibration for Monocular Visual-Inertial SystemsCode0
On the Black-box Explainability of Object Detection Models for Safe and Trustworthy Industrial ApplicationsCode0
On Learning Informative Trajectory Embeddings for Imitation, Classification and RegressionCode0
GP-PCS: One-shot Feature-Preserving Point Cloud Simplification with Gaussian Processes on Riemannian ManifoldsCode0
BLVD: Building A Large-scale 5D Semantics Benchmark for Autonomous DrivingCode0
BlitzNet: A Real-Time Deep Network for Scene UnderstandingCode0
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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