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 28512860 of 6092 papers

TitleStatusHype
Depth Estimation Matters Most: Improving Per-Object Depth Estimation for Monocular 3D Detection and Tracking0
AutoSplat: Constrained Gaussian Splatting for Autonomous Driving Scene Reconstruction0
How GPT-3 responds to different publics on climate change and Black Lives Matter: A critical appraisal of equity in conversational AI0
Depth Completion via Inductive Fusion of Planar LIDAR and Monocular Camera0
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints0
Depth-aware Fusion Method based on Image and 4D Radar Spectrum for 3D Object Detection0
A Learning-Based Tune-Free Control Framework for Large Scale Autonomous Driving System Deployment0
Dependency Decomposition and a Reject Option for Explainable Models0
Autoregressive Meta-Actions for Unified Controllable Trajectory Generation0
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory 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