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 22762300 of 6092 papers

TitleStatusHype
Context-Aware Interaction Network for RGB-T Semantic SegmentationCode1
Collaborative Perception for Connected and Autonomous Driving: Challenges, Possible Solutions and Opportunities0
Off-Road LiDAR Intensity Based Semantic SegmentationCode1
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
Holistic Autonomous Driving Understanding by Bird's-Eye-View Injected Multi-Modal Large ModelsCode2
Street Gaussians: Modeling Dynamic Urban Scenes with Gaussian SplattingCode5
Temporal Adaptive RGBT Tracking with Modality Prompt0
BEV-TSR: Text-Scene Retrieval in BEV Space for Autonomous Driving0
CaDeT: a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving0
Uncertainty-Guided Never-Ending Learning to Drive0
MSU-4S - The Michigan State University Four Seasons Dataset0
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous and Instruction-guided Driving0
Backdoor Defense via Test-Time Detecting and Repairing0
Motion Diversification Networks0
Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy0
PARA-Drive: Parallelized Architecture for Real-time Autonomous Driving0
PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference0
Feedback-Guided Autonomous Driving0
Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier GraphsCode1
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction0
Towards Robust 3D Object Detection with LiDAR and 4D Radar Fusion in Various Weather ConditionsCode1
MAPLM: A Real-World Large-Scale Vision-Language Benchmark for Map and Traffic Scene UnderstandingCode2
Socially Compliant Control of Autonomous Vehicles with Application to Eco-Driving0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution0
WoodScape Motion Segmentation for Autonomous Driving -- CVPR 2023 OmniCV Workshop Challenge0
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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