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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 6092 papers

TitleStatusHype
FlexCloud: Direct, Modular Georeferencing and Drift-Correction of Point Cloud MapsCode2
STAMP: Scalable Task And Model-agnostic Collaborative PerceptionCode2
GS-LiDAR: Generating Realistic LiDAR Point Clouds with Panoramic Gaussian SplattingCode2
Generative Planning with 3D-vision Language Pre-training for End-to-End Autonomous DrivingCode2
LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process ThinkingCode2
Online Video Understanding: OVBench and VideoChat-OnlineCode2
Mapping the Mind of an Instruction-based Image Editing using SMILECode2
AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous DrivingCode2
Joint Perception and Prediction for Autonomous Driving: A SurveyCode2
DINO-Foresight: Looking into the Future with DINOCode2
HGSFusion: Radar-Camera Fusion with Hybrid Generation and Synchronization for 3D Object DetectionCode2
GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition ControlCode2
GaussianAD: Gaussian-Centric End-to-End Autonomous DrivingCode2
GaussianWorld: Gaussian World Model for Streaming 3D Occupancy PredictionCode2
Doe-1: Closed-Loop Autonomous Driving with Large World ModelCode2
DrivingRecon: Large 4D Gaussian Reconstruction Model For Autonomous DrivingCode2
GPD-1: Generative Pre-training for DrivingCode2
DriveMM: All-in-One Large Multimodal Model for Autonomous DrivingCode2
Driv3R: Learning Dense 4D Reconstruction for Autonomous DrivingCode2
Stag-1: Towards Realistic 4D Driving Simulation with Video Generation ModelCode2
SADG: Segment Any Dynamic Gaussian Without Object TrackersCode2
OpenAD: Open-World Autonomous Driving Benchmark for 3D Object DetectionCode2
Monocular Lane Detection Based on Deep Learning: A SurveyCode2
Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel MethodCode2
DriveMLLM: A Benchmark for Spatial Understanding with Multimodal Large Language Models in Autonomous DrivingCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95—Unverified
2InterFuserDriving Score76.18—Unverified
3TCPDriving Score75.14—Unverified
4TF++ WPDriving Score66.32—Unverified
5Learning From All Vehicles (LAV)Driving Score61.85—Unverified
6TransFuserDriving Score61.18—Unverified
7TransFuser (Reproduced)Driving Score55.04—Unverified
8TCP (Reproduced)Driving Score47.91—Unverified
9Latent TransFuserDriving Score45.2—Unverified
10GRIADDriving Score36.79—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17—Unverified
2TransFuserRC56.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91—Unverified
2TransFuserRC78.41—Unverified