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 33313340 of 6092 papers

TitleStatusHype
Towards Improving Robustness Against Common Corruptions in Object Detectors Using Adversarial Contrastive Learning0
Temporal Performance Prediction for Deep Convolutional Long Short-Term Memory Networks0
VT-Former: An Exploratory Study on Vehicle Trajectory Prediction for Highway Surveillance through Graph Isomorphism and Transformer0
Refining the ONCE Benchmark with Hyperparameter Tuning0
Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Survey0
Multi-Agent Quantum Reinforcement Learning using Evolutionary OptimizationCode0
PRED: Pre-training via Semantic Rendering on LiDAR Point CloudsCode0
FFINet: Future Feedback Interaction Network for Motion Forecasting0
Image Patch-Matching with Graph-Based Learning in Street Scenes0
AGNES: Abstraction-guided Framework for Deep Neural Networks Security0
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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