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 32613270 of 6092 papers

TitleStatusHype
Semantic Segmentation using Vision Transformers: A survey0
Semantics for Robotic Mapping, Perception and Interaction: A Survey0
Semantic video segmentation for autonomous driving0
Semi-supervised 3D Object Detection via Temporal Graph Neural Networks0
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey0
Semi-Supervised Regression with Generative Adverserial Networks for End to End Learning in Autonomous Driving0
Semi-supervised Semantic Segmentation using Auxiliary Network0
Exploiting Minority Pseudo-Labels for Semi-Supervised Semantic Segmentation in Autonomous Driving0
SenseRAG: Constructing Environmental Knowledge Bases with Proactive Querying for LLM-Based Autonomous Driving0
Sensing Hidden Vehicles by Exploiting Multi-Path V2V Transmission0
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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