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 25912600 of 6092 papers

TitleStatusHype
MonoGAE: Roadside Monocular 3D Object Detection with Ground-Aware Embeddings0
MMPI: a Flexible Radiance Field Representation by Multiple Multi-plane Images Blending0
GSDC Transformer: An Efficient and Effective Cue Fusion for Monocular Multi-Frame Depth Estimation0
A Survey on Deep Learning Techniques for Action Anticipation0
GAIA-1: A Generative World Model for Autonomous DrivingCode2
Superpixel Transformers for Efficient Semantic Segmentation0
Photonic Accelerators for Image Segmentation in Autonomous Driving and Defect Detection0
Gated Cross-Attention Network for Depth Completion0
BEVHeight++: Toward Robust Visual Centric 3D Object Detection0
DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language 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