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 26312640 of 6092 papers

TitleStatusHype
Image Segmentation via Divisive Normalization: dealing with environmental diversity0
CRASH: Crash Recognition and Anticipation System Harnessing with Context-Aware and Temporal Focus Attentions0
Control Informed Design of the IAC Autonomous Racecar for Operation at the Dynamic Envelope0
Taxonomy-Aware Continual Semantic Segmentation in Hyperbolic Spaces for Open-World Perception0
Physical Adversarial Attack on Monocular Depth Estimation via Shape-Varying Patches0
3D Question Answering for City Scene Understanding0
LangOcc: Self-Supervised Open Vocabulary Occupancy Estimation via Volume Rendering0
Testing Large Language Models on Driving Theory Knowledge and Skills for Connected Autonomous Vehicles0
Progressive Query Refinement Framework for Bird's-Eye-View Semantic Segmentation from Surrounding ImagesCode0
Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving0
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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