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 110 of 6092 papers

TitleStatusHype
GEMINUS: Dual-aware Global and Scene-Adaptive Mixture-of-Experts for End-to-End Autonomous DrivingCode0
AGENTS-LLM: Augmentative GENeration of Challenging Traffic Scenarios with an Agentic LLM Framework0
Channel-wise Motion Features for Efficient Motion Segmentation0
LaViPlan : Language-Guided Visual Path Planning with RLVR0
Orbis: Overcoming Challenges of Long-Horizon Prediction in Driving World Models0
World Model-Based End-to-End Scene Generation for Accident Anticipation in Autonomous Driving0
Safeguarding Federated Learning-based Road Condition Classification0
Towards Autonomous Riding: A Review of Perception, Planning, and Control in Intelligent Two-Wheelers0
A Survey on Interpretability in Visual Recognition0
Towards Depth Foundation Model: Recent Trends in Vision-Based Depth Estimation0
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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