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 12811290 of 6092 papers

TitleStatusHype
LiDAR-based Panoptic Segmentation via Dynamic Shifting NetworkCode1
Benchmarking Image Retrieval for Visual LocalizationCode1
From Recognition to Prediction: Analysis of Human Action and Trajectory Prediction in VideoCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
Combining Reinforcement Learning with Model Predictive Control for On-Ramp MergingCode1
LUCIDGames: onLine UnsCented Inverse Dynamic Games forAdaptive Trajectory Prediction and PlanningCode1
SeasonDepth: Cross-Season Monocular Depth Prediction Dataset and Benchmark under Multiple EnvironmentsCode1
Trajectory Planning for Autonomous Vehicles Using Hierarchical Reinforcement LearningCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
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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