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 20612070 of 6092 papers

TitleStatusHype
3D Vision-Language Gaussian Splatting0
DL-SLOT: Dynamic Lidar SLAM and Object Tracking Based On Graph Optimization0
Active Learning from Scene Embeddings for End-to-End Autonomous Driving0
LAM3D: Leveraging Attention for Monocular 3D Object Detection0
DLA: Dense-Layer-Analysis for Adversarial Example Detection0
Divide and Merge: Motion and Semantic Learning in End-to-End Autonomous Driving0
ForceFormer: Exploring Social Force and Transformer for Pedestrian Trajectory Prediction0
DiversityGAN: Diversity-Aware Vehicle Motion Prediction via Latent Semantic Sampling0
Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems0
Benchmarking Lane-changing Decision-making for Deep Reinforcement Learning0
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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