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 24012425 of 6092 papers

TitleStatusHype
Improving Efficiency of DNN-based Relocalization Module for Autonomous Driving with Server-side Computing0
OpenStereo: A Comprehensive Benchmark for Stereo Matching and Strong Baseline0
Towards Efficient 3D Object Detection in Bird's-Eye-View Space for Autonomous Driving: A Convolutional-Only Approach0
EpiTESTER: Testing Autonomous Vehicles with Epigenetic Algorithm and Attention MechanismCode0
Data-efficient Deep Reinforcement Learning for Vehicle Trajectory Control0
Evaluating the Impact of Flaky Simulators on Testing Autonomous Driving SystemsCode0
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature PerturbationCode0
Heterogeneous Graph-based Trajectory Prediction using Local Map Context and Social Interactions0
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated LearningCode0
Game Projection and Robustness for Game-Theoretic Autonomous Driving0
Erasing the Ephemeral: Joint Camera Refinement and Transient Object Removal for Street View Synthesis0
Cam4DOcc: Benchmark for Camera-Only 4D Occupancy Forecasting in Autonomous Driving ApplicationsCode2
Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous DrivingCode2
Empowering Autonomous Driving with Large Language Models: A Safety Perspective0
DepthSSC: Monocular 3D Semantic Scene Completion via Depth-Spatial Alignment and Voxel Adaptation0
UC-NeRF: Neural Radiance Field for Under-Calibrated Multi-view Cameras in Autonomous Driving0
Panacea: Panoramic and Controllable Video Generation for Autonomous DrivingCode2
Lane-Keeping Control of Autonomous Vehicles Through a Soft-Constrained Iterative LQR0
DGNR: Density-Guided Neural Point Rendering of Large Driving Scenes0
Towards Full-scene Domain Generalization in Multi-agent Collaborative Bird's Eye View Segmentation for Connected and Autonomous DrivingCode0
OccWorld: Learning a 3D Occupancy World Model for Autonomous DrivingCode2
Technical Report for Argoverse Challenges on 4D Occupancy Forecasting0
SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields0
Sparse Pedestrian Character Learning for Trajectory Prediction0
Technical Report for Argoverse Challenges on Unified Sensor-based Detection, Tracking, and Forecasting0
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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