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 22712280 of 6092 papers

TitleStatusHype
DistFormer: Enhancing Local and Global Features for Monocular Per-Object Distance EstimationCode0
Transferable Learned Image Compression-Resistant Adversarial Perturbations0
Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction0
OptFlow: Fast Optimization-based Scene Flow Estimation without Supervision0
3D Open-Vocabulary Panoptic Segmentation with 2D-3D Vision-Language Distillation0
Context-Aware Interaction Network for RGB-T Semantic SegmentationCode1
Collaborative Perception for Connected and Autonomous Driving: Challenges, Possible Solutions and Opportunities0
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
Off-Road LiDAR Intensity Based Semantic SegmentationCode1
Holistic Autonomous Driving Understanding by Bird's-Eye-View Injected Multi-Modal Large 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