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 20762100 of 6092 papers

TitleStatusHype
SDGOCC: Semantic and Depth-Guided Bird's-Eye View Transformation for 3D Multimodal Occupancy PredictionCode0
Distilling Monocular Foundation Model for Fine-grained Depth Completion0
Balancing Two Classifiers via A Simplex ETF Structure for Model CalibrationCode0
DiffLO: Semantic-Aware LiDAR Odometry with Diffusion-Based Refinement0
Leveraging Temporal Cues for Semi-Supervised Multi-View 3D Object Detection0
VISTREAM: Improving Computation Efficiency of Visual Streaming Perception via Law-of-Charge-Conservation Inspired Spiking Neural Network0
D^3CTTA: Domain-Dependent Decorrelation for Continual Test-Time Adaption of 3D LiDAR Segmentation0
Cross-Modal 3D Representation with Multi-View Images and Point Clouds0
Shape and Texture: What Influences Reliable Optical Flow Estimation?0
CorrBEV: Multi-View 3D Object Detection by Correlation Learning with Multi-modal Prototypes0
Leveraging SD Map to Augment HD Map-based Trajectory Prediction0
JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration0
Communication Efficient Cooperative Edge AI via Event-Triggered Computation Offloading0
Seeing is Not Believing: Adversarial Natural Object Optimization for Hard-Label 3D Scene Attacks0
Multi-Modal Aerial-Ground Cross-View Place Recognition with Neural ODEs0
DreamDrive: Generative 4D Scene Modeling from Street View Images0
Toward Information Theoretic Active Inverse Reinforcement Learning0
Automotive Speed Estimation: Sensor Types and Error Characteristics from OBD-II to ADASCode0
DecoratingFusion: A LiDAR-Camera Fusion Network with the Combination of Point-level and Feature-level Fusion0
Research on vehicle detection based on improved YOLOv8 network0
MR-Occ: Efficient Camera-LiDAR 3D Semantic Occupancy Prediction Using Hierarchical Multi-Resolution Voxel Representation0
Multi-Modality Driven LoRA for Adverse Condition Depth Estimation0
Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles0
DepthMamba with Adaptive Fusion0
Leveraging Large Language Models for Enhancing Autonomous Vehicle Perception0
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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