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 21012110 of 6092 papers

TitleStatusHype
MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic ScenariosCode0
Zero-shot Hazard Identification in Autonomous Driving: A Case Study on the COOOL Benchmark0
Evaluating the Adversarial Robustness of Detection Transformers0
TSceneJAL: Joint Active Learning of Traffic Scenes for 3D Object DetectionCode0
HV-BEV: Decoupling Horizontal and Vertical Feature Sampling for Multi-View 3D Object DetectionCode0
Parallel Neural Computing for Scene Understanding from LiDAR Perception in Autonomous RacingCode0
GDM4MMIMO: Generative Diffusion Models for Massive MIMO Communications0
AA-SGAN: Adversarially Augmented Social GAN with Synthetic DataCode0
Causal Composition Diffusion Model for Closed-loop Traffic Generation0
Feature Based Methods in Domain Adaptation for Object Detection: A Review Paper0
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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