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 10711080 of 6092 papers

TitleStatusHype
VISTA: Boosting 3D Object Detection via Dual Cross-VIew SpaTial AttentionCode1
HSC4D: Human-centered 4D Scene Capture in Large-scale Indoor-outdoor Space Using Wearable IMUs and LiDARCode1
Visualizing Global Explanations of Point Cloud DNNsCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
Panoptic SwiftNet: Pyramidal Fusion for Real-time Panoptic SegmentationCode1
PillarGrid: Deep Learning-based Cooperative Perception for 3D Object Detection from Onboard-Roadside LiDARCode1
Point Density-Aware Voxels for LiDAR 3D Object DetectionCode1
Fast Road Segmentation via Uncertainty-aware Symmetric NetworkCode1
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
Pseudo-Stereo for Monocular 3D Object Detection in Autonomous DrivingCode1
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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