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 271280 of 6092 papers

TitleStatusHype
Coupled Distributional Random Expert Distillation for World Model Online Imitation Learning0
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture0
PosePilot: Steering Camera Pose for Generative World Models with Self-supervised Depth0
DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic FusionCode1
PhysNav-DG: A Novel Adaptive Framework for Robust VLM-Sensor Fusion in Navigation Applications0
Edge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A Survey0
Seeking to Collide: Online Safety-Critical Scenario Generation for Autonomous Driving with Retrieval Augmented Large Language Models0
LMDepth: Lightweight Mamba-based Monocular Depth Estimation for Real-World Deployment0
FedEMA: Federated Exponential Moving Averaging with Negative Entropy Regularizer in Autonomous Driving0
LightEMMA: Lightweight End-to-End Multimodal Model for Autonomous DrivingCode2
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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