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 626650 of 6092 papers

TitleStatusHype
aiMotive Dataset: A Multimodal Dataset for Robust Autonomous Driving with Long-Range PerceptionCode1
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene EncodingCode1
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point BlendingCode1
HDMapNet: An Online HD Map Construction and Evaluation FrameworkCode1
CSFlow: Learning Optical Flow via Cross Strip Correlation for Autonomous DrivingCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
GUARD: A Safe Reinforcement Learning BenchmarkCode1
Ctrl-V: Higher Fidelity Video Generation with Bounding-Box Controlled Object MotionCode1
3D Part Guided Image Editing for Fine-Grained Object UnderstandingCode1
Guiding Deep Learning System Testing using Surprise AdequacyCode1
Cross-modal Learning for Domain Adaptation in 3D Semantic SegmentationCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Curricular Subgoals for Inverse Reinforcement LearningCode1
A Hybrid Sparse-Dense Monocular SLAM System for Autonomous DrivingCode1
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
H2RBox: Horizontal Box Annotation is All You Need for Oriented Object DetectionCode1
HFT: Lifting Perspective Representations via Hybrid Feature TransformationCode1
Homography Loss for Monocular 3D Object DetectionCode1
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic SegmentationCode1
Ground-aware Monocular 3D Object Detection for Autonomous DrivingCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy PredictionCode1
GRIP++: Enhanced Graph-based Interaction-aware Trajectory Prediction for Autonomous DrivingCode1
Group-wise Correlation Stereo NetworkCode1
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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