mlsanityData to 7 Oct 2026

Journey into Automation: Image-Derived Pavement Texture Extraction and Evaluation

arXiv 2501.02414 ↗First posted 5 Jan 2025cs.CV cs.LGcited by 7

Not on the map. Why?

Abstract (arXiv)

Mean texture depth (MTD) is pivotal in assessing the skid resistance of asphalt pavements and ensuring road safety. This study focuses on developing an automated system for extracting texture features and evaluating MTD based on pavement images. The contributions of this work are threefold: firstly, it proposes an economical method to acquire three-dimensional (3D) pavement texture data; secondly, it enhances 3D image processing techniques and formulates features that represent various aspects of texture; thirdly, it establishes multivariate prediction models that link these features with MTD values. Validation results demonstrate that the Gradient Boosting Tree (GBT) model achieves remarkable prediction stability and accuracy (R2 = 0.9858), and field tests indicate the superiority of the proposed method over other techniques, with relative errors below 10%. This method offers a comprehensive end-to-end solution for pavement quality evaluation, from images input to MTD predictions output.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 42 of its 118 references that are in the map. First posted on arXiv 5 Jan 2025.

Builds on

42 of 118 references.

References · 42

  1. 2023Advancing Pose-Guided Image Synthesis with Progressive Conditional Diffusion Modelscited by 104
  2. 2024SGS-SLAM: Semantic Gaussian Splatting For Neural Dense SLAMcited by 86
  3. 2022Few Could Be Better Than All: Feature Sampling and Grouping for Scene Text Detectioncited by 65
  4. 2022Optimal Boxes: Boosting End-to-End Scene Text Recognition by Adjusting Annotated Bounding Boxes via Reinforcement Learningcited by 33
  5. 2024NeSLAM: Neural Implicit Mapping and Self-Supervised Feature Tracking With Depth Completion and Denoisingcited by 29
  6. 2023Tackling Data Bias in MUSIC-AVQA: Crafting a Balanced Dataset for Unbiased Question-Answeringcited by 28
  7. 2019The FacT: Taming Latent Factor Models for Explainability with Factorization Treescited by 27
  8. 2024MM-Soc: Benchmarking Multimodal Large Language Models in Social Media Platformscited by 26
  9. 2024ProteinGPT: Multimodal LLM for Protein Property Prediction and Structure Understandingcited by 23
  10. 2024Prototypical Reward Network for Data-Efficient RLHFcited by 22
  11. 2024MMREC: LLM Based Multi-Modal Recommender Systemcited by 22
  12. 2024A Comparative Study on Enhancing Prediction in Social Network Advertisement through Data Augmentationcited by 20
30 more
  1. 2024Real-Time Pill Identification for the Visually Impaired Using Deep Learningcited by 20
  2. 2024Optimizing Automated Picking Systems in Warehouse Robots Using Machine Learningcited by 19
  3. 2024Deep Reinforcement Learning-based Obstacle Avoidance for Robot Movement in Warehouse Environmentscited by 17
  4. 2024MT2ST: Adaptive Multi-Task to Single-Task Learningcited by 16
  5. 2024MapExpert: Online HD Map Construction with Simple and Efficient Sparse Map Element Expertcited by 16
  6. 2024Data Imputation using Large Language Model to Accelerate Recommendation Systemcited by 15
  7. 2024XMeCap: Meme Caption Generation with Sub-Image Adaptabilitycited by 14
  8. 2024Hadamard Adapter: An Extreme Parameter-Efficient Adapter Tuning Method for Pre-trained Language Modelscited by 13
  9. 2024Detecting Misinformation in Multimedia Content through Cross-Modal Entity Consistency: A Dual Learning Approachcited by 12
  10. 2024A Huber Loss Minimization Approach to Mean Estimation under User-level Differential Privacycited by 11
  11. 2024AirShot: Efficient Few-Shot Detection for Autonomous Explorationcited by 10
  12. 2023An Integrated Transportation Distance Between Kernels and Approximate Dynamic Risk Evaluation in Markov Systemscited by 9
  13. 2024Advanced AI Framework for Enhanced Detection and Assessment of Abdominal Trauma: Integrating 3D Segmentation with 2D CNN and RNN Modelscited by 9
  14. 2023Minimax Optimal Q Learning with Nearest Neighborscited by 8
  15. 2023Joint Self-supervised Depth and Optical Flow Estimation towards Dynamic Objectscited by 8
  16. 2024Style Transfer: From Stitching to Neural Networkscited by 8
  17. 2017Learning a Robust Representation via a Deep Network on Symmetric Positive Definite Manifoldscited by 7
  18. 2024Self-supervised Monocular Depth Estimation on Water Scenes via Specular Reflection Priorcited by 7
  19. 2024Trajectory Tracking Using Frenet Coordinates with Deep Deterministic Policy Gradientcited by 7
  20. 2021Knowledge Distillation Circumvents Nonlinearity for Optical Convolutional Neural Networkscited by 6
  21. 2021A-ESRGAN: Training Real-World Blind Super-Resolution with Attention U-Net Discriminatorscited by 6
  22. 2022Skeleton Sequence and RGB Frame Based Multi-Modality Feature Fusion Network for Action Recognitioncited by 6
  23. 2022Pyramid Frequency Network with Spatial Attention Residual Refinement Module for Monocular Depth Estimationcited by 6
  24. 2020Geometrically Matched Multi-source Microscopic Image Synthesis Using Bidirectional Adversarial Networkscited by 5
  25. 2021Deviance Matrix Factorizationcited by 5
  26. 2023Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learningcited by 5
  27. 2024A Consolidated Volatility Prediction with Back Propagation Neural Network and Genetic Algorithmcited by 5
  28. 2022CP-PINNs: Data-Driven Changepoints Detection in PDEs Using Online Optimized Physics-Informed Neural Networkscited by 3
  29. 2024The Stochastic Conjugate Subgradient Algorithm For Kernel Support Vector Machinescited by 3
  30. 2024Optimizing Load Scheduling in Power Grids Using Reinforcement Learning and Markov Decision Processescited by 2

Built on by

Cited by year

Citing papers per year: 2025: 7.

7 papers.

  1. 2025HUD: Hierarchical Uncertainty-Aware Disambiguation Network for Composed Video Retrievalcited by 32
  2. 2025GraphRAG under Firecited by 23
  3. 2025Language-Driven Coordination and Learning in Multi-Agent Simulation Environmentscited by 3
  4. 2025Application of Vision-Language Model to Pedestrians Behavior and Scene Understanding in Autonomous Drivingcited by 2
  5. 2025Industrial Internet Robot Collaboration System and Edge Computing Optimizationcited by 2
  6. 2025Intelligent road crack detection and analysis based on improved YOLOv8cited by 2
  7. 2025ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answeringcited by 0