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 40114020 of 6092 papers

TitleStatusHype
2nd Place Solution for SODA10M Challenge 2021 -- Continual Detection Track0
2nd Place Solution for Waymo Open Dataset Challenge -- 2D Object Detection0
3DArticCyclists: Generating Synthetic Articulated 8D Pose-Controllable Cyclist Data for Computer Vision Applications0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation0
3D Data Augmentation for Driving Scenes on Camera0
3D-DEEP: 3-Dimensional Deep-learning based on elevation patterns forroad scene interpretation0
3dDepthNet: Point Cloud Guided Depth Completion Network for Sparse Depth and Single Color Image0
Dynamic Point Cloud Denoising via Manifold-to-Manifold Distance0
3D-FCT: Simultaneous 3D Object Detection and Tracking Using Feature Correlation0
3D for Free: Crossmodal Transfer Learning using HD Maps0
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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