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 37713780 of 6092 papers

TitleStatusHype
UniGaussian: Driving Scene Reconstruction from Multiple Camera Models via Unified Gaussian Representations0
UniGen: Unified Modeling of Initial Agent States and Trajectories for Generating Autonomous Driving Scenarios0
UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather0
UnIRe: Unsupervised Instance Decomposition for Dynamic Urban Scene Reconstruction0
Unleashing Generalization of End-to-End Autonomous Driving with Controllable Long Video Generation0
Unleashing the Potential of Mamba: Boosting a LiDAR 3D Sparse Detector by Using Cross-Model Knowledge Distillation0
Unlocking Past Information: Temporal Embeddings in Cooperative Bird's Eye View Prediction0
Unlock the Power of Unlabeled Data in Language Driving Model0
UnPWC-SVDLO: Multi-SVD on PointPWC for Unsupervised Lidar Odometry0
UnShadowNet: Illumination Critic Guided Contrastive Learning For Shadow Removal0
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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