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 231240 of 6092 papers

TitleStatusHype
Multi-Space Alignments Towards Universal LiDAR SegmentationCode2
A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic SegmentationCode2
Deep Learning-Based Point Cloud Registration: A Comprehensive Survey and TaxonomyCode2
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth EstimationCode2
Towards Collaborative Autonomous Driving: Simulation Platform and End-to-End SystemCode2
Can Vehicle Motion Planning Generalize to Realistic Long-tail Scenarios?Code2
PRAM: Place Recognition Anywhere Model for Efficient Visual LocalizationCode2
Scaling Multi-Camera 3D Object Detection through Weak-to-Strong ElicitingCode2
Is CLIP the main roadblock for fine-grained open-world perception?Code2
LidarDM: Generative LiDAR Simulation in a Generated WorldCode2
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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