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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 501–525 of 6092 papers

TitleStatusHype
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and DatasetCode1
Event-aided Semantic Scene CompletionCode1
TUMTraffic-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic ScenesCode1
TransRAD: Retentive Vision Transformer for Enhanced Radar Object DetectionCode1
Dream to Drive with Predictive Individual World ModelCode1
SliceOcc: Indoor 3D Semantic Occupancy Prediction with Vertical Slice RepresentationCode1
MetaOcc: Surround-View 4D Radar and Camera Fusion Framework for 3D Occupancy Prediction with Dual Training StrategiesCode1
3DLabelProp: Geometric-Driven Domain Generalization for LiDAR Semantic Segmentation in Autonomous DrivingCode1
A Survey of World Models for Autonomous DrivingCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language ModelsCode1
AD-L-JEPA: Self-Supervised Spatial World Models with Joint Embedding Predictive Architecture for Autonomous Driving with LiDAR DataCode1
Implicit Guidance and Explicit Representation of Semantic Information in Points Cloud: A SurveyCode1
RadarNeXt: Real-Time and Reliable 3D Object Detector Based On 4D mmWave Imaging RadarCode1
Pseudo Visible Feature Fine-Grained Fusion for Thermal Object DetectionCode1
PIDLoc: Cross-View Pose Optimization Network Inspired by PID ControllersCode1
OmniStereo: Real-time Omnidireactional Depth Estimation with Multiview Fisheye CamerasCode1
TiGDistill-BEV: Multi-view BEV 3D Object Detection via Target Inner-Geometry Learning DistillationCode1
DriveEditor: A Unified 3D Information-Guided Framework for Controllable Object Editing in Driving ScenesCode1
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Pre-training a Density-Aware Pose Transformer for Robust LiDAR-based 3D Human Pose EstimationCode1
DriveTester: A Unified Platform for Simulation-Based Autonomous Driving TestingCode1
ViPOcc: Leveraging Visual Priors from Vision Foundation Models for Single-View 3D Occupancy PredictionCode1
WiseAD: Knowledge Augmented End-to-End Autonomous Driving with Vision-Language ModelCode1
COOOL: Challenge Of Out-Of-Label A Novel Benchmark for Autonomous DrivingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95—Unverified
2InterFuserDriving Score76.18—Unverified
3TCPDriving Score75.14—Unverified
4TF++ WPDriving Score66.32—Unverified
5Learning From All Vehicles (LAV)Driving Score61.85—Unverified
6TransFuserDriving Score61.18—Unverified
7TransFuser (Reproduced)Driving Score55.04—Unverified
8TCP (Reproduced)Driving Score47.91—Unverified
9Latent TransFuserDriving Score45.2—Unverified
10GRIADDriving Score36.79—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17—Unverified
2TransFuserRC56.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91—Unverified
2TransFuserRC78.41—Unverified