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 43014310 of 6092 papers

TitleStatusHype
Meta Guided Metric Learner for Overcoming Class Confusion in Few-Shot Road Object Detection0
DDK: A Deep Koopman Approach for Dynamics Modeling and Trajectory Tracking of Autonomous Vehicles0
Learning from demonstrations with SACR2: Soft Actor-Critic with Reward Relabeling0
CausalAF: Causal Autoregressive Flow for Safety-Critical Driving Scenario Generation0
2nd Place Solution for SODA10M Challenge 2021 -- Continual Detection Track0
Robustness via Uncertainty-aware Cycle ConsistencyCode1
Self-learned Intelligence for Integrated Decision and Control of Automated Vehicles at Signalized Intersections0
Joint Beamforming and Interference Cancellation in MmWave Wideband Full-Duplex Systems0
A Versatile and Efficient Reinforcement Learning Framework for Autonomous DrivingCode1
Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic SegmentationCode1
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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