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 29513000 of 6092 papers

TitleStatusHype
HE-Drive: Human-Like End-to-End Driving with Vision Language Models0
Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition0
Lane-Keeping Control of Autonomous Vehicles Through a Soft-Constrained Iterative LQR0
Autonomous Vehicle Lateral Control Using Deep Reinforcement Learning with MPC-PID Demonstration0
LanePtrNet: Revisiting Lane Detection as Point Voting and Grouping on Curves0
Lane Segmentation Refinement with Diffusion Models0
HeatNet: Bridging the Day-Night Domain Gap in Semantic Segmentation with Thermal Images0
Cross-domain Federated Object Detection0
A Systematic Comparison of Deep Learning Architectures in an Autonomous Vehicle0
Aerial LaneNet: Lane Marking Semantic Segmentation in Aerial Imagery using Wavelet-Enhanced Cost-sensitive Symmetric Fully Convolutional Neural Networks0
LangOcc: Self-Supervised Open Vocabulary Occupancy Estimation via Volume Rendering0
Training Data Subset Search with Ensemble Active Learning0
Heatmap-based Vanishing Point boosts Lane Detection0
Language-Enhanced Latent Representations for Out-of-Distribution Detection in Autonomous Driving0
Language-Guided 3D Object Detection in Point Cloud for Autonomous Driving0
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation0
LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving0
Self-Aligning Depth-regularized Radiance Fields for Asynchronous RGB-D Sequences0
HeAL3D: Heuristical-enhanced Active Learning for 3D Object Detection0
Cross-Domain Car Detection Model with Integrated Convolutional Block Attention Mechanism0
AEPHORA: AI/ML-Based Energy-Efficient Proactive Handover and Resource Allocation0
HDMapGen: A Hierarchical Graph Generative Model of High Definition Maps0
Large Language Models for Autonomous Driving (LLM4AD): Concept, Benchmark, Experiments, and Challenges0
Large Language Models for Education: A Survey0
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving0
HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving0
Large receptive field strategy and important feature extraction strategy in 3D object detection0
Large-scale 3D point cloud representations via graph inception networks with applications to autonomous driving0
Cross-Cluster Shifting for Efficient and Effective 3D Object Detection in Autonomous Driving0
Large-Scale Bandwidth and Power Optimization for Multi-Modal Edge Intelligence Autonomous Driving0
Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset0
Large Scale Interactive Motion Forecasting for Autonomous Driving: The Waymo Open Motion Dataset0
Ego-centric Learning of Communicative World Models for Autonomous Driving0
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead0
Depth Monocular Estimation with Attention-based Encoder-Decoder Network from Single Image0
Large-scale, real-time visual-inertial localization revisited0
AED: Automatic Discovery of Effective and Diverse Vulnerabilities for Autonomous Driving Policy with Large Language Models0
Hardware Accelerators in Autonomous Driving0
Hardware Acceleration of Lane Detection Algorithm: A GPU Versus FPGA Comparison0
LaserFlow: Efficient and Probabilistic Object Detection and Motion Forecasting0
LaserNet: An Efficient Probabilistic 3D Object Detector for Autonomous Driving0
Rotating-star Pattern for Camera Calibration0
CRLLK: Constrained Reinforcement Learning for Lane Keeping in Autonomous Driving0
Latency-aware Road Anomaly Segmentation in Videos: A Photorealistic Dataset and New Metrics0
Latency optimized Deep Neural Networks (DNNs): An Artificial Intelligence approach at the Edge using Multiprocessor System on Chip (MPSoC)0
HAMF: A Hybrid Attention-Mamba Framework for Joint Scene Context Understanding and Future Motion Representation Learning0
LatentFormer: Multi-Agent Transformer-Based Interaction Modeling and Trajectory Prediction0
Design of Automatic Driving Safety Level and Positioning Accuracy0
Designs and Implementations in Neural Network-based Video Coding0
CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation0
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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