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 19111920 of 6092 papers

TitleStatusHype
HV-BEV: Decoupling Horizontal and Vertical Feature Sampling for Multi-View 3D Object DetectionCode0
Cost-Sensitive Uncertainty-Based Failure Recognition for Object DetectionCode0
Hybrid Reasoning Based on Large Language Models for Autonomous Car DrivingCode0
HyperMODEST: Self-Supervised 3D Object Detection with Confidence Score FilteringCode0
Cosine meets Softmax: A tough-to-beat baseline for visual groundingCode0
3D-model ShapeNet Core Classification using Meta-Semantic LearningCode0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
HSDA: High-frequency Shuffle Data Augmentation for Bird's-Eye-View Map SegmentationCode0
Hyperspectral Imaging-Based Perception in Autonomous Driving Scenarios: Benchmarking Baseline Semantic Segmentation ModelsCode0
High-Order Evolving Graphs for Enhanced Representation of Traffic DynamicsCode0
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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