A Study on the Performance of Adaptive Neural Networks for Haze Reduction with a Focus on Precision

Research output: Journal contributionsJournal articlesResearchpeer-review

Authors

  • Ahmed Alshahir
  • Khaled Kaaniche
  • Ghulam Abbas
  • Paolo Mercorelli
  • Mohammed Albekairi
  • Meshari D. Alanazi

Visual clarity is significantly compromised, and the efficacy of numerous computer vision tasks is impeded by the widespread presence of haze in images. Innovative approaches to accurately minimize haze while keeping image features are needed to address this difficulty. The difficulties of current methods and the need to create better ones are brought to light in this investigation of the haze removal problem. The main goal is to provide a region-specific haze reduction approach by utilizing an Adaptive Neural Training Net (ANTN). The suggested technique uses adaptive training procedures with external haze images, pixel-segregated images, and haze-reduced images. Iteratively comparing spectral differences in hazy and non-hazy areas improves accuracy and decreases haze reduction errors. This study shows that the recommended strategy significantly improves upon the existing training ratio, region differentiation, and precision methods. The results demonstrate that the proposed method is effective, with a 9.83% drop in mistake rate and a 14.55% drop in differentiating time. This study’s findings highlight the value of adaptable neural networks for haze reduction without losing image quality. The research concludes with a positive outlook on the future of haze reduction methods, which should lead to better visual clarity and overall performance across a wide range of computer vision applications.

Original languageEnglish
Article number2526
JournalMathematics
Volume12
Issue number16
Number of pages25
DOIs
Publication statusPublished - 15.08.2024

Bibliographical note

Publisher Copyright:
© 2024 by the authors.

    Research areas

  • haze reduction, machine learning, neural networks, pixel distribution, region classification, training net
  • Engineering

DOI

Recently viewed

Researchers

  1. Timo Janca

Publications

  1. Optimization of 3D laser scanning speed by use of combined variable step
  2. Effects of diversity versus segregation on automatic approach and avoidance behavior towards own and other ethnic groups
  3. Different facets of tree sapling diversity influence browsing intensity by deer dependent on spatial scale
  4. The role of task meaning on output in groups
  5. Dynamic capabilities and routinization
  6. Scaffolding Learner Agency in Technology-Enhanced Language Learning Environments
  7. Comparing Web-Based and Blended Training for Coping With Challenges of Flexible Work Designs
  8. Continental mapping of forest ecosystem functions reveals a high but unrealised potential for forest multifunctionality.
  9. End-to-End Active Speaker Detection
  10. Fermentative utilization of coffee mucilage using Bacillus coagulans and investigation of down-stream processing of fermentation broth for optically pure L(+)-lactic acid production
  11. Planar Multipole Resonance Probe: A kinetic model based on a functional analytic description
  12. Timing matters: Distinct effects of nitrogen and phosphorus fertilizer application timing on root system architecture responses
  13. Dealing with inclusion–teachers’ assessment of internal and external resources
  14. Reconfigurable Control System for Plants with Variable Structure
  15. Possible underestimations of risks for the environment due to unregulated emissions of biocides from households to wastewater
  16. Reconciling conservation and development in protected areas of the Global South
  17. Modelling scenarios to identify a combined sediment-water management strategy for the large reservoirs of the Tuyamuyun hydro-complex
  18. Identifying determinants of teachers' judgment (in)accuracy regarding students' school-related motivations using a Bayesian cross-classified multi-level model
  19. Design rules for environmental biodegradability of phenylalanine alkyl ester linked ionic liquids
  20. Empirical research on mathematical modelling
  21. Assessing the costs and cost-effectiveness of ICare internet-based interventions (protocol)
  22. Higher Wages in Exporting Firms
  23. From GUI to No-UI
  24. Model of mobility demands for future short distance public transport systems
  25. Material utilization of organic residues
  26. Demarcating transdisciplinary research in sustainability science—Five clusters of research modes based on evidence from 59 research projects
  27. Brennball
  28. Energy-aware system design for autonomous wireless sensor nodes
  29. Third International Mathematics and Science Study and Trends in Mathematics and Science Studies (TIMSS)
  30. Development of a magnesium secondary alloy system for mixed magnesium post-consumer scrap
  31. Physicochemical properties and biodegradability of organically functionalized colloidal silica particles in aqueous environment
  32. Planning for Sea Spaces I: Processes, Practices and Future Perspectives
  33. The blue-collar brain