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 726750 of 6092 papers

TitleStatusHype
A Concise but High-performing Network for Image Guided Depth Completion in Autonomous DrivingCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
EDA: Evolving and Distinct Anchors for Multimodal Motion PredictionCode1
FuseVis: Interpreting neural networks for image fusion using per-pixel saliency visualizationCode1
Fusing Event-based and RGB camera for Robust Object Detection in Adverse ConditionsCode1
StreamingFlow: Streaming Occupancy Forecasting with Asynchronous Multi-modal Data Streams via Neural Ordinary Differential EquationCode1
EC-Depth: Exploring the consistency of self-supervised monocular depth estimation in challenging scenesCode1
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
Edge Federated Learning Via Unit-Modulus Over-The-Air ComputationCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
LF-VISLAM: A SLAM Framework for Large Field-of-View Cameras with Negative Imaging Plane on Mobile AgentsCode1
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic FusionCode1
DualAD: Dual-Layer Planning for Reasoning in Autonomous DrivingCode1
AutoShape: Real-Time Shape-Aware Monocular 3D Object DetectionCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
3D Object Detection for Autonomous Driving: A SurveyCode1
3D-AVS: LiDAR-based 3D Auto-Vocabulary SegmentationCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous DrivingCode1
Dynamic Conditional Imitation Learning for Autonomous DrivingCode1
Attention-based Proposals Refinement for 3D Object DetectionCode1
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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