Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 1096))

  • 230 Accesses

Abstract

It is difficult to improve brightness and contrast levels for both dark images and bright images by using existing image enhancement methods. To resolve this problem, we suggest the ROPE method. Assuming that intensity occurrence and co-occurrence are contingent on one another, the distribution of intensity occurrence is marginalized over the distribution of intensity co-occurrence to produce a 1D histogram (2D histogram). With this plan, global contrast is improved more significantly, and noise amplification is decreased. To counteract the negative impacts of low illumination, the local changes in pixel values for image reflectance are used in the density estimation to define the 2D histogram. To counteract the negative impacts of low lighting, the density estimation is specified as a 2D histogram by taking into account the local pixel value variations in picture reflectance. With this technique, the brightness and color levels of both darkĀ and normal-light pictures can be considerably enhanced.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 349.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 449.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free ship** worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Wang SH, Luo G (2018) Naturalness preserved image enhancement using a priori multi-layer lightness statistics. IEEE Trans Image Process 27(2):938ā€“948

    ArticleĀ  MathSciNetĀ  Google ScholarĀ 

  2. Ren Y, Ying Z, Li TH, Li G (2019) LECARM: Low-light image enhancement using the camera response model. IEEE Trans Circuits Syst Video Techn 29(4):968ā€“981

    ArticleĀ  Google ScholarĀ 

  3. Kumar V, Kumar MR, Shribala N, Singh N, Gunjan VK, Arif M (2022) Dynamic wavelength scheduling by multiobjectives in OBS networks.Ā J Math

    Google ScholarĀ 

  4. CĀøelik T, Tjahjadi T (2011) Contextual and variational contrast enhancement. IEEE Trans Image Process 20(12):3431ā€“3441

    Google ScholarĀ 

  5. Gunjan VK, Shaik F, Kashyap A, Kumar A (2017) An interactive computer aided system for detection and analysis of pulmonary TB. Helix J 7(5):2129ā€“2132. ISSN 2319ā€“5592

    Google ScholarĀ 

  6. Wu X, Kawanishi T, Kashino K (2020) Reflectance-guided,contrast-accumulated histogram equalization. In: ICASSP, pp 2498ā€“2502

    Google ScholarĀ 

  7. Sivayamini L, Venkatesh C, Fahimuddin S, Thanusha N, Shaheer S, Sree PS (2017) A novel optimization for detection of foot ulcers on infrared images. In: International conference on recent trends in electrical, electronics and computing technologies (ICRTEECT), Warangal, India, pp 41ā€“43. https://doi.org/10.1109/ICRTEECT.2017.36

  8. Shaik F, Sharma AK, Ahmed SM (2016) Hybrid model for analysis of abnormalities in diabetic cardiomyopathy and diabetic retinopathy related images. Springerplus. 23(5):507. https://doi.org/10.1186/s40064-016-2152-2.PMID:27186471;PMCID:PMC4842195

    ArticleĀ  Google ScholarĀ 

  9. Kavitha A, Reddy VB, Singh N, Gunjan VK, Lakshmanna K, Khan AA, Wechtaisong C (2022) Security in IoT mesh networks based on trust similarity. IEEE Access 10:121712ā€“121724

    ArticleĀ  Google ScholarĀ 

  10. Talukdar J, Singh TP, Barman B (2023) Robotic process automation: a path to intelligent healthcare. In: Artificial intelligence in healthcare industry advanced technologies and societal change. Springer, Singapore. https://doi.org/10.1007/978-981-99-3157-6_9

  11. Narayana GS, Ansari MD, Gunjan VK (2022) Instantaneous approach for evaluating the initial centers in the agricultural databases using K-means clustering algorithm.Ā J Mobile Multimedia 43ā€“60

    Google ScholarĀ 

  12. Talukdar J, Singh TP, Barman B (2023) Tools and technologies for implementing AI approaches in healthcare. In: artificial intelligence in healthcare industry. In: Advanced Technologies and Societal Change. Springer, Singapore. https://doi.org/10.1007/978-981-99-3157-6_10

  13. Bouazzi I, Zaidi M, Usman M, Shamim MZM, Gunjan VK, Singh N (2022) Future trends for healthcare monitoring system in smart cities using LoRaWAN-based WBAN. Mobile Inf Syst 2022:1ā€“12

    ArticleĀ  Google ScholarĀ 

  14. Ghosh G, Das A (2022) Continuation of education during a pandemic through digitalization in an optimized manner. In: Choudhury A, Singh TP, Biswas A, Anand M (eds) Evolution of digitized societies through advanced technologies. advanced technologies and societal change. Springer, Singapore. https://doi.org/10.1007/978-981-19-2984-7_2

  15. Jameela T, Athota K, Singh N, Gunjan VK, Kahali S (2022) Deep learning and transfer learning for malaria detection.Ā Comput Intell Neurosci

    Google ScholarĀ 

  16. Roy D (2022). Of pandemic and pedagogic reconstruction: an epistemological enquiry into digital education in India. In: Choudhury A, Singh TP, Biswas A, Anand M (eds) Evolution of digitized societies through advanced technologies. advanced technologies and societal change. Springer, Singapore. https://doi.org/10.1007/978-981-19-2984-7_5

  17. Gunjan VK, Vijayalata Y, Valli S, Kumar S, Mohamed MO, Saravanan V (2022) Machine learning and cloud-based knowledge graphs to recognize suicidal mental tendencies.Ā Comput Intell Neurosci

    Google ScholarĀ 

  18. Merugu S, Kumar A, Ghinea G (2023) A review of some assistive tools and their limitations. In: Track and trace management system for dementia and intellectual disabilities advanced technologies and societal change. Springer, Singapore. https://doi.org/10.1007/978-981-19-1264-1_3

  19. Singh N, Gunjan VK, Nasralla MM (2022) A parametrized comparative analysis of performance between proposed adaptive and personalized tutoring system ā€œseistutorā€ with existing online tutoring system. IEEE Access 10:39376ā€“39386

    ArticleĀ  Google ScholarĀ 

  20. Gunjan VK, Singh N, Shaik F, Roy S (2022) Detection of lung cancer in CT scans using grey wolf optimization algorithm and recurrent neural network. Heal Technol 12(6):1197ā€“1210

    ArticleĀ  Google ScholarĀ 

  21. Pachpor PD, Kumar A, Sharma AK (2020) Application of artificial neural network for design of two way slab.Ā Helixā€”The Scientific Explorer | Peer Rev Bimonthly Int JĀ 10(01):209ā€“215. Retrieved from https://helixscientific.pub/index.php/home/article/view/85

  22. Margatama L (2021) Reducing energy consumption in green cloud computing.Ā Helixā€” Scientific Exp Peer Rev Bimonthly Int JĀ 11(2):6ā€“15. Retrieved from https://helixscientific.pub/index.php/home/article/view/357

  23. Tallapragada KR, Bhave HD, Tiwari MS (2020) Application of Geoinformatics in ground water augmentation of AAM Water Shed.Ā Helixā€”Scientific Exp Peer Rev Bimonthly Int JĀ 10(01):109ā€“115. Retrieved from https://helixscientific.pub/index.php/home/article/view/65

  24. Merugu S, Kumar A, Ghinea G (2023) Hardware, component, description. In: Track and trace management system for dementia and intellectual disabilities advanced technologies and societal change. Springer, Singapore. https://doi.org/10.1007/978-981-19-1264-1_5

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to M. Ravi Kishore .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

Ā© 2024 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Ravi Kishore, M., Niharika, M., Sai Jyosthna, M., Purna Sai Reddy, A., Ramu, C. (2024). Imge Enhancement with Rope Method. In: Kumar, A., Mozar, S. (eds) Proceedings of the 6th International Conference on Communications and Cyber Physical Engineering . ICCCE 2024. Lecture Notes in Electrical Engineering, vol 1096. Springer, Singapore. https://doi.org/10.1007/978-981-99-7137-4_63

Download citation

  • DOI: https://doi.org/10.1007/978-981-99-7137-4_63

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-99-7136-7

  • Online ISBN: 978-981-99-7137-4

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics

Navigation