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 31713180 of 6092 papers

TitleStatusHype
Deep Q-Network Based Decision Making for Autonomous Driving0
Penalty-Based Imitation Learning With Cross Semantics Generation Sensor Fusion for Autonomous Driving0
VAD: Vectorized Scene Representation for Efficient Autonomous DrivingCode3
DR.CPO: Diversified and Realistic 3D Augmentation via Iterative Construction, Random Placement, and HPR OcclusionCode0
Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic SegmentationCode1
Benchmarking Robustness of 3D Object Detection to Common Corruptions in Autonomous DrivingCode0
VIMI: Vehicle-Infrastructure Multi-view Intermediate Fusion for Camera-based 3D Object DetectionCode1
LiDAR Spoofing Meets the New-Gen: Capability Improvements, Broken Assumptions, and New Attack Strategies0
Vehicle-Infrastructure Cooperative 3D Object Detection via Feature Flow PredictionCode1
Confidence Attention and Generalization Enhanced Distillation for Continuous Video Domain Adaptation0
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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