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 30813090 of 6092 papers

TitleStatusHype
UniCal: a Single-Branch Transformer-Based Model for Camera-to-LiDAR Calibration and Validation0
Transformer-Based Visual Segmentation: A SurveyCode2
Perception Imitation: Towards Synthesis-free Simulator for Autonomous Vehicles0
VMA: Divide-and-Conquer Vectorized Map Annotation System for Large-Scale Driving SceneCode2
An End-to-End Vehicle Trajcetory Prediction Framework0
Learning to Fuse Monocular and Multi-view Cues for Multi-frame Depth Estimation in Dynamic ScenesCode1
Towards the Transferable Audio Adversarial Attack via Ensemble Methods0
Fast Neural Scene FlowCode1
SDVRF: Sparse-to-Dense Voxel Region Fusion for Multi-modal 3D Object Detection0
RadarFormer: Lightweight and Accurate Real-Time Radar Object Detection ModelCode1
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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