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 9761000 of 6092 papers

TitleStatusHype
GANet: Goal Area Network for Motion ForecastingCode1
A Dual-Cycled Cross-View Transformer Network for Unified Road Layout Estimation and 3D Object Detection in the Bird's-Eye-ViewCode1
RGB-Event Fusion for Moving Object Detection in Autonomous DrivingCode1
Lossless SIMD Compression of LiDAR Range and Attribute Scan SequencesCode1
GATraj: A Graph- and Attention-based Multi-Agent Trajectory Prediction ModelCode1
4DenoiseNet: Adverse Weather Denoising from Adjacent Point CloudsCode1
Viewer-Centred Surface Completion for Unsupervised Domain Adaptation in 3D Object DetectionCode1
LF-VISLAM: A SLAM Framework for Large Field-of-View Cameras with Negative Imaging Plane on Mobile AgentsCode1
SIND: A Drone Dataset at Signalized Intersection in ChinaCode1
Real-time 3D Single Object Tracking with TransformerCode1
Boosting Night-time Scene Parsing with Learnable FrequencyCode1
Progressive Self-Distillation for Ground-to-Aerial Perception Knowledge TransferCode1
Lane Change Classification and Prediction with Action Recognition NetworksCode1
Augmenting Reinforcement Learning with Transformer-based Scene Representation Learning for Decision-making of Autonomous DrivingCode1
A Simple Baseline for Multi-Camera 3D Object DetectionCode1
A Human-in-the-Middle Attack against Object Detection SystemsCode1
Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with TransformerCode1
NOTE: Robust Continual Test-time Adaptation Against Temporal CorrelationCode1
Coordinated PSO-PID based longitudinal control with LPV-MPC based lateral control for autonomous vehiclesCode1
IPDAE: Improved Patch-Based Deep Autoencoder for Lossy Point Cloud Geometry CompressionCode1
ViP3D: End-to-end Visual Trajectory Prediction via 3D Agent QueriesCode1
STrajNet: Multi-modal Hierarchical Transformer for Occupancy Flow Field Prediction in Autonomous DrivingCode1
GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS dataCode1
CENet: Toward Concise and Efficient LiDAR Semantic Segmentation for Autonomous DrivingCode1
Semi-supervised 3D Object Detection with Proficient TeachersCode1
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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