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 23212330 of 6092 papers

TitleStatusHype
Pre-trained Trojan Attacks for Visual Recognition0
Scaling Is All You Need: Autonomous Driving with JAX-Accelerated Reinforcement Learning0
TimePillars: Temporally-Recurrent 3D LiDAR Object Detection0
Explainable Multi-Camera 3D Object Detection with Transformer-Based Saliency Maps0
Lift-Attend-Splat: Bird's-eye-view camera-lidar fusion using transformers0
MonoLSS: Learnable Sample Selection For Monocular 3D DetectionCode1
DriveLM: Driving with Graph Visual Question AnsweringCode3
LingoQA: Visual Question Answering for Autonomous DrivingCode2
Building Lane-Level Maps from Aerial ImagesCode0
Optimizing Ego Vehicle Trajectory Prediction: The Graph Enhancement Approach0
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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