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 18411850 of 6092 papers

TitleStatusHype
Is Sora a World Simulator? A Comprehensive Survey on General World Models and BeyondCode4
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection0
Vision-based 3D occupancy prediction in autonomous driving: a review and outlookCode3
Obstacle Avoidance of Autonomous Vehicles: An LPVMPC with Scheduling Trust Region0
DiffMap: Enhancing Map Segmentation with Map Prior Using Diffusion Model0
M^2Depth: Self-supervised Two-Frame Multi-camera Metric Depth Estimation0
MFTraj: Map-Free, Behavior-Driven Trajectory Prediction for Autonomous Driving0
Multi-Space Alignments Towards Universal LiDAR SegmentationCode2
OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual ReasoningCode4
Federated Learning with Heterogeneous Data Handling for Robust Vehicular Object DetectionCode0
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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