Call for Papers:Vol.12 Issue.1

Submission
Last date		 28-Feb-2026
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-12,Issue-1. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  FAST IMAGE RESTORATION AND ENHANCEMENT
PaperId: :  23931
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-23931
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Prof. S. T. BhalshankarMIT College Of Railway Engineering And Research, Barshi, Maharashtra, India,
Tejaswini Ambadas PotabattiMIT College Of Railway Engineering And Research, Barshi, Maharashtra, India,
Pragati Santosh DeshmukhMIT College Of Railway Engineering And Research, Barshi, Maharashtra, India,
Komal Bibhishan DevadeMIT College Of Railway Engineering And Research, Barshi, Maharashtra, India,
Alisha Shabbir PatelMIT College Of Railway Engineering And Research, Barshi, Maharashtra, India,
Vaishali Ramrao WankhedeMIT College Of Railway Engineering And Research, Barshi, Maharashtra, India,

Abstract

Computer Engineering
Image Enhancement, Convolutional Neural Networks, Deep Learning, Transfer Learning.
This paper presents MIRNet-v2, a novel architecture for image restoration that aims to preserve high-resolution spatial details while effectively leveraging contextual information from low-resolution representations. The proposed approach utilizes multi-scale residual blocks with parallel multi-resolution convolution streams, mechanisms for information exchange, non-local attention mechanisms, and attention-based multi-scale feature aggregation. MIRNet-v2 achieves state-of-the-art results across various image processing tasks, including defocus deblurring, image denoising, super-resolution, and image enhancement, as demonstrated through extensive experiments on six real image benchmark datasets. Experiments show that in deep learning, using image enhancement algorithms may improve CNN performance when training complete CNN models, but not all image enhancement algorithms can improve CNN performance; in transfer learning, when fine-tuning the pre- trained CNN model, image enhancement algorithms may reduce the performance of CNN.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. "FAST IMAGE RESTORATION AND ENHANCEMENT" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 2124-2132
MLA Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. "FAST IMAGE RESTORATION AND ENHANCEMENT." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 2124-2132.
APA Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, & Vaishali Ramrao Wankhede. (2024). FAST IMAGE RESTORATION AND ENHANCEMENT. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 2124-2132.
Chicago Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. "FAST IMAGE RESTORATION AND ENHANCEMENT." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 2124-2132.
Oxford Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. 'FAST IMAGE RESTORATION AND ENHANCEMENT', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 2124-2132. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/FAST_IMAGE_RESTORATION_AND_ENHANCEMENT_ijariie23931.pdf (Accessed : 20 May 2024).
Harvard Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. (2024) 'FAST IMAGE RESTORATION AND ENHANCEMENT', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 2124-2132IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/FAST_IMAGE_RESTORATION_AND_ENHANCEMENT_ijariie23931.pdf (Accessed : 20 May 2024)
IEEE Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede, "FAST IMAGE RESTORATION AND ENHANCEMENT," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 2124-2132, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/FAST_IMAGE_RESTORATION_AND_ENHANCEMENT_ijariie23931.pdf [Accessed : 20 May 2024].
Turabian Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. "FAST IMAGE RESTORATION AND ENHANCEMENT." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 (20 May 2024).
Vancouver Prof. S. T. Bhalshankar, Tejaswini Ambadas Potabatti, Pragati Santosh Deshmukh, Komal Bibhishan Devade, Alisha Shabbir Patel, and Vaishali Ramrao Wankhede. FAST IMAGE RESTORATION AND ENHANCEMENT. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 20 May 2024]; 10(3) : 2124-2132. Available from: https://ijariie.com/AdminUploadPdf/FAST_IMAGE_RESTORATION_AND_ENHANCEMENT_ijariie23931.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 5/20/2024 7:08:32 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
MULTIPLE DISEASE PREDICTION AND DRUG RECOMMENDATION SYSTEM USING MACHINE LEARNINGCOMPUTER ENGINEERING DR. J. AMUTHARAJ Download
SOLAR TRACKING SYSTEM WITH WEATHER FORECASTING AND AUTOMATED CLEANING SYSTEMArtificial Intelligence Electrical and Electronics EngineeringVanarasan S Download
ASD PredictionComputer scienceAbhilasha M Download
Music Recommendation based on Face Emotion Using Artificial Intelligence and Machine LearningInformation Science EngineeringDr. Sreenivasa Murthy V Download
SMART TRAFFIC AI MONITORING SYSTEM-AI/MLINFORMATION SCIENCE AND ENGINEERING PRIYANKA MT Download
SHADOW THE WEB BROWSERComputer Science and EngineeringLakshmi Narayan S Download
SECUHIRE – AI-POWERED INTERVIEW DETECTION SYSTEMComputer Engineering Tharun R Download
Early Detection Of Electrical Fault Line Using Artificial IntelligenceElectrical Engineering , Computer Science , Artificial IntelligenceRakshitha R Download
Real Time Object Detection Tracking using YOLO and Deep SORTInformation science and engineeringNandan M R Download
An AI-Integrated Intelligent Health Advisory System with Machine-Learning-Based Ayurvedic Formulation RecommendationInformation Science EngineeringSrinidhi G Download
Blockchain-Based Decentralized Medical Health Management System using Smart Contracts and IPFS Information Science and EngineeringVarun V Download
Precision Agriculture Using Machine Learning and IOTComputer Science and EngineeringRamesh B E Download
A Secure Blockchain Based Voting SystemComputer Science and EngineeringSagar K R Download
Chatbot based helpdesk for Government employee and departmentsComputer science & Engineering(Cyber Security Engineerting)Dr. Shanthi S Download
Zero Trust ArchitectureComputer EngineeringAditya Yanna Download
12