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 33013310 of 6092 papers

TitleStatusHype
SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields0
Technical Report for Argoverse Challenges on Unified Sensor-based Detection, Tracking, and Forecasting0
Technical Report for Argoverse Challenges on 4D Occupancy Forecasting0
Sparse Pedestrian Character Learning for Trajectory Prediction0
CalibFormer: A Transformer-based Automatic LiDAR-Camera Calibration Network0
GAN-Based LiDAR Intensity Simulation0
OpenNet: Incremental Learning for Autonomous Driving Object Detection with Balanced Loss0
GDTS: Goal-Guided Diffusion Model with Tree Sampling for Multi-Modal Pedestrian Trajectory Prediction0
GPT-4V Takes the Wheel: Promises and Challenges for Pedestrian Behavior Prediction0
Security and Privacy Challenges in Deep Learning Models0
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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