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 21112120 of 6092 papers

TitleStatusHype
Fusing Bird View LIDAR Point Cloud and Front View Camera Image for Deep Object Detection0
Discrete-Event Controller Synthesis for Autonomous Systems with Deep-Learning Perception Components0
Discrete Contrastive Learning for Diffusion Policies in Autonomous Driving0
Behaviorally Diverse Traffic Simulation via Reinforcement Learning0
Discover, Hallucinate, and Adapt: Open Compound Domain Adaptation for Semantic Segmentation0
Behavioral decision-making for urban autonomous driving in the presence of pedestrians using Deep Recurrent Q-Network0
Ambiguous Annotations: When is a Pedestrian not a Pedestrian?0
Trainable Pointwise Decoder Module for Point Cloud Segmentation0
DirectShape: Direct Photometric Alignment of Shape Priors for Visual Vehicle Pose and Shape Estimation0
Direct Depth Learning Network for Stereo Matching0
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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