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 11011125 of 6092 papers

TitleStatusHype
CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous DrivingCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
Context-Aware 3D Object Localization from Single Calibrated Images: A Study of BasketballsCode1
Constrained Generalized Additive 2 Model with Consideration of High-Order InteractionsCode1
Are We Ready for Vision-Centric Driving Streaming Perception? The ASAP BenchmarkCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
Efficient Visual Computing with Camera RAW SnapshotsCode1
Combining Reinforcement Learning with Model Predictive Control for On-Ramp MergingCode1
COME: Adding Scene-Centric Forecasting Control to Occupancy World ModelCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch AttacksCode1
EdgeRegNet: Edge Feature-based Multimodal Registration Network between Images and LiDAR Point CloudsCode1
Efficient and Effective Generation of Test Cases for Pedestrian Detection -- Search-based Software Testing of Baidu Apollo in SVLCode1
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous DrivingCode1
DriveCamSim: Generalizable Camera Simulation via Explicit Camera Modeling for Autonomous DrivingCode1
Efficient Motion Prediction: A Lightweight & Accurate Trajectory Prediction Model With Fast Training and Inference SpeedCode1
Dream to Drive with Predictive Individual World ModelCode1
Co-Fix3D: Enhancing 3D Object Detection with Collaborative RefinementCode1
A Dual-Cycled Cross-View Transformer Network for Unified Road Layout Estimation and 3D Object Detection in the Bird's-Eye-ViewCode1
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving AgentsCode1
CODiT: Conformal Out-of-Distribution Detection in Time-Series DataCode1
Empirical Performance Evaluation of Lane Keeping Assist on Modern Production VehiclesCode1
CoDiff: Conditional Diffusion Model for Collaborative 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