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 101125 of 6092 papers

TitleStatusHype
Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving ResearchCode3
CRITERIA: a New Benchmarking Paradigm for Evaluating Trajectory Prediction Models for Autonomous DrivingCode3
MapTRv2: An End-to-End Framework for Online Vectorized HD Map ConstructionCode3
iDisc: Internal Discretization for Monocular Depth EstimationCode3
Geometric-aware Pretraining for Vision-centric 3D Object DetectionCode3
VAD: Vectorized Scene Representation for Efficient Autonomous DrivingCode3
SurroundOcc: Multi-Camera 3D Occupancy Prediction for Autonomous DrivingCode3
Tri-Perspective View for Vision-Based 3D Semantic Occupancy PredictionCode3
MapTR: Structured Modeling and Learning for Online Vectorized HD Map ConstructionCode3
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous DrivingCode3
TorchSparse: Efficient Point Cloud Inference EngineCode3
Workshop on Autonomous Driving at CVPR 2021: Technical Report for Streaming Perception ChallengeCode3
I^2-World: Intra-Inter Tokenization for Efficient Dynamic 4D Scene ForecastingCode2
Foundation Models in Autonomous Driving: A Survey on Scenario Generation and Scenario AnalysisCode2
QuadricFormer: Scene as Superquadrics for 3D Semantic Occupancy PredictionCode2
VideoMolmo: Spatio-Temporal Grounding Meets PointingCode2
Unifying Appearance Codes and Bilateral Grids for Driving Scene Gaussian SplattingCode2
Simulate Any Radar: Attribute-Controllable Radar Simulation via Waveform Parameter EmbeddingCode2
GeoDrive: 3D Geometry-Informed Driving World Model with Precise Action ControlCode2
WeatherEdit: Controllable Weather Editing with 4D Gaussian FieldCode2
Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future ProspectsCode2
TopoPoint: Enhance Topology Reasoning via Endpoint Detection in Autonomous DrivingCode2
Extremely Simple Multimodal Outlier Synthesis for Out-of-Distribution Detection and SegmentationCode2
iPad: Iterative Proposal-centric End-to-End Autonomous DrivingCode2
Neurosymbolic Diffusion ModelsCode2
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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