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 751775 of 6092 papers

TitleStatusHype
A Two-Stage Masked Autoencoder Based Network for Indoor Depth CompletionCode1
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point BlendingCode1
DDD17: End-To-End DAVIS Driving DatasetCode1
Curricular Subgoals for Inverse Reinforcement LearningCode1
Instruct Large Language Models to Drive like HumansCode1
Interaction-Aware Planning With Deep Inverse Reinforcement Learning for Human-Like Autonomous Driving in Merge ScenariosCode1
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain GeneralizationCode1
Azimuth Super-Resolution for FMCW Radar in Autonomous DrivingCode1
SeSame: Simple, Easy 3D Object Detection with Point-Wise SemanticsCode1
LF-VISLAM: A SLAM Framework for Large Field-of-View Cameras with Negative Imaging Plane on Mobile AgentsCode1
Investigating the Impact of Multi-LiDAR Placement on Object Detection for Autonomous DrivingCode1
Backdooring Neural Code SearchCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
Latent Discriminant deterministic UncertaintyCode1
Cross-modal Learning for Domain Adaptation in 3D Semantic SegmentationCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
Improving the Generalization of End-to-End Driving through Procedural GenerationCode1
ALOcc: Adaptive Lifting-based 3D Semantic Occupancy and Cost Volume-based Flow PredictionCode1
BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression TasksCode1
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D PerceptionCode1
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
3D Object Detection for Autonomous Driving: A SurveyCode1
CSFlow: Learning Optical Flow via Cross Strip Correlation for 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