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 20212030 of 6092 papers

TitleStatusHype
FuSSI-Net: Fusion of Spatio-temporal Skeletons for Intention Prediction NetworkCode0
FusionRCNN: LiDAR-Camera Fusion for Two-stage 3D Object DetectionCode0
Full-Resolution Residual Networks for Semantic Segmentation in Street ScenesCode0
Unsupervised Point Cloud Registration with Self-DistillationCode0
Combining UPerNet and ConvNeXt for Contrails Identification to reduce Global WarmingCode0
Unsupervised Spike Depth Estimation via Cross-modality Cross-domain Knowledge TransferCode0
AR-TTA: A Simple Method for Real-World Continual Test-Time AdaptationCode0
Urban Driving with Multi-Objective Deep Reinforcement LearningCode0
Learning with Noisy Labels through Learnable Weighting and Centroid SimilarityCode0
Hierarchical Potential-based Reward Shaping from Task SpecificationsCode0
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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