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 38313840 of 6092 papers

TitleStatusHype
Blind Multimodal Quality Assessment of Low-light Images0
3D Data Augmentation for Driving Scenes on Camera0
Confidence Attention and Generalization Enhanced Distillation for Continuous Video Domain Adaptation0
Motion Planning for Autonomous Driving: The State of the Art and Future Perspectives0
DUDES: Deep Uncertainty Distillation using Ensembles for Semantic Segmentation0
TBP-Former: Learning Temporal Bird's-Eye-View Pyramid for Joint Perception and Prediction in Vision-Centric Autonomous Driving0
GOOD: General Optimization-based Fusion for 3D Object Detection via LiDAR-Camera Object Candidates0
Learning with Noisy Labels through Learnable Weighting and Centroid SimilarityCode0
Learning Rewards to Optimize Global Performance Metrics in Deep Reinforcement Learning0
Symbolic Perception Risk in Autonomous Driving0
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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