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 22012210 of 6092 papers

TitleStatusHype
Detector Collapse: Physical-World Backdooring Object Detection to Catastrophic Overload or Blindness in Autonomous Driving0
Action and intention recognition of pedestrians in urban traffic0
Generating Clear Images From Images With Distortions Caused by Adverse Weather Using Generative Adversarial Networks0
Generating Multimodal Driving Scenes via Next-Scene Prediction0
Detection of Condensed Vehicle Gas Exhaust in LiDAR Point Clouds0
A lightweight YOLOv5-FFM model for occlusion pedestrian detection0
Detection of Adversarial Physical Attacks in Time-Series Image Data0
Detection Is Tracking: Point Cloud Multi-Sweep Deep Learning Models Revisited0
ACT-Bench: Towards Action Controllable World Models for Autonomous Driving0
Detecting the Anomalies in LiDAR Pointcloud0
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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