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 54515500 of 6092 papers

TitleStatusHype
FlatFusion: Delving into Details of Sparse Transformer-based Camera-LiDAR Fusion for Autonomous Driving0
Flexible Multi-Generator Model with Fused Spatiotemporal Graph for Trajectory Prediction0
FLODCAST: Flow and Depth Forecasting via Multimodal Recurrent Architectures0
FlowCLAS: Enhancing Normalizing Flow Via Contrastive Learning For Anomaly Segmentation0
Flow-guided Motion Prediction with Semantics and Dynamic Occupancy Grid Maps0
FlowTrack: Point-level Flow Network for 3D Single Object Tracking0
FMOcc: TPV-Driven Flow Matching for 3D Occupancy Prediction with Selective State Space Model0
FocalAD: Local Motion Planning for End-to-End Autonomous Driving0
FollowGen: A Scaled Noise Conditional Diffusion Model for Car-Following Trajectory Prediction0
Fooling Neural Networks for Motion Forecasting via Adversarial Attacks0
Adversarial Infrared Blocks: A Multi-view Black-box Attack to Thermal Infrared Detectors in Physical World0
Fooling thermal infrared pedestrian detectors in real world using small bulbs0
ForceFormer: Exploring Social Force and Transformer for Pedestrian Trajectory Prediction0
Ford Highway Driving RTK Dataset: 30,000 km of North American Highways0
Foresee: Attentive Future Projections of Chaotic Road Environments with Online Training0
Formal Simulation and Visualisation of Hybrid Programs0
Formulation of Deep Reinforcement Learning Architecture Toward Autonomous Driving for On-Ramp Merge0
Foundation Models for Decision Making: Problems, Methods, and Opportunities0
FPPN: Future Pseudo-LiDAR Frame Prediction for Autonomous Driving0
Fractional Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing0
A Survey of Fragile Model Watermarking0
Fragility-aware Classification for Understanding Risk and Improving Generalization0
Fraternal Twins: Unifying Attacks on Machine Learning and Digital Watermarking0
FRDet: Balanced and Lightweight Object Detector based on Fire-Residual Modules for Embedded Processor of Autonomous Driving0
FreeDriveRF: Monocular RGB Dynamic NeRF without Poses for Autonomous Driving via Point-Level Dynamic-Static Decoupling0
FreeSim: Toward Free-viewpoint Camera Simulation in Driving Scenes0
Freespace Optical Flow Modeling for Automated Driving0
From 2D to 3D Cognition: A Brief Survey of General World Models0
From Bird's-Eye to Street View: Crafting Diverse and Condition-Aligned Images with Latent Diffusion Model0
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning0
From driving automation systems to autonomous vehicles: clarifying the terminology0
From Failures to Fixes: LLM-Driven Scenario Repair for Self-Evolving Autonomous Driving0
From Model-Based to Data-Driven Simulation: Challenges and Trends in Autonomous Driving0
From One to Many: Dynamic Cross Attention Networks for LiDAR and Camera Fusion0
From Simulation to Real World Maneuver Execution using Deep Reinforcement Learning0
FSF-Net: Enhance 4D Occupancy Forecasting with Coarse BEV Scene Flow for Autonomous Driving0
FSNet: Redesign Self-Supervised MonoDepth for Full-Scale Depth Prediction for Autonomous Driving0
FTA generation using GenAI with an Autonomy sensor Usecase0
FULLER: Unified Multi-modality Multi-task 3D Perception via Multi-level Gradient Calibration0
Full Surround Monodepth from Multiple Cameras0
Fully Convolutional One-Stage 3D Object Detection on LiDAR Range Images0
Learning Interpretable BEV Based VIO without Deep Neural Networks0
FuseMODNet: Real-Time Camera and LiDAR based Moving Object Detection for robust low-light Autonomous Driving0
Fusing Bird View LIDAR Point Cloud and Front View Camera Image for Deep Object Detection0
FusionFormer: A Multi-sensory Fusion in Bird's-Eye-View and Temporal Consistent Transformer for 3D Object Detection0
FusionLoc: Camera-2D LiDAR Fusion Using Multi-Head Self-Attention for End-to-End Serving Robot Relocalization0
Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection0
FusionSAM: Latent Space driven Segment Anything Model for Multimodal Fusion and Segmentation0
Future-Aware Interaction Network For Motion Forecasting0
Future Does Matter: Boosting 3D Object Detection with Temporal Motion Estimation in Point Cloud Sequences0
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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