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 22812290 of 6092 papers

TitleStatusHype
A Large-Scale Car Parts (LSCP) Dataset for Lightweight Fine-Grained Detection0
A Contrastive Teacher-Student Framework for Novelty Detection under Style Shifts0
DEFormer: DCT-driven Enhancement Transformer for Low-light Image and Dark Vision0
Autonomous Driving With Perception Uncertainties: Deep-Ensemble Based Adaptive Cruise Control0
3D Question Answering for City Scene Understanding0
3D Point Cloud Processing and Learning for Autonomous Driving0
Deformable spatial propagation network for depth completion0
Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving0
Autonomous Driving without a Burden: View from Outside with Elevated LiDAR0
Autonomous Driving with Deep Reinforcement Learning in CARLA Simulation0
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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