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 591600 of 6092 papers

TitleStatusHype
Joint Optimization of Age of Information and Energy Consumption in NR-V2X System based on Deep Reinforcement LearningCode1
RoBus: A Multimodal Dataset for Controllable Road Networks and Building Layouts GenerationCode1
Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow EstimationCode1
SCIPaD: Incorporating Spatial Clues into Unsupervised Pose-Depth Joint LearningCode1
JDT3D: Addressing the Gaps in LiDAR-Based Tracking-by-AttentionCode1
StreamLTS: Query-based Temporal-Spatial LiDAR Fusion for Cooperative Object DetectionCode1
Uni-DVPS: Unified Model for Depth-Aware Video Panoptic SegmentationCode1
CaFNet: A Confidence-Driven Framework for Radar Camera Depth EstimationCode1
Enhancing Dropout-based Bayesian Neural Networks with Multi-Exit on FPGACode1
Reparameterizable Dual-Resolution Network for Real-time 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