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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 13 | Issue 12 | Month- December 2025
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Published Paper Details:
Paper Title
A NOVEL FRAMEWORK FOR IMAGE CLASSIFICATION USING HYBRID CNN-GAN-BASED MASKING
Authors
KADAPALA ANJAIAH, Dr.K. SAGAR
Keywords
- Satellite Images, Object Recognition, k-Means Clustering, Support Vector Machines,3DCNN, Hyperspectral Images [HSIs], classification, kernel function
Abstract
Abstract: This research evaluates object identification systems using machine learning techniques for processing satellite photos. It uses transfer learning and multi-object identification deep learning algorithms on remotely sensed satellite data. Five object identification techniques based on YOLO R-CNN architectures were tested, with YOLOv8 showing the fastest detection speed and highest accuracy. Support vector machines were found to be more useful than k-means clustering for object detection on satellite photos. The study also proposes an efficient 3-D CNN model using overlapping 3-D patches and a kernel function, achieving higher accuracy and faster convergence than existing 2-D/3-D CNN methods.
IJCRT's Publication Details
Unique Identification Number - IJCRT2509088
Paper ID - 293460
Page Number(s) - a731-a738
Pubished in - Volume 13 | Issue 9 | September 2025
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
KADAPALA ANJAIAH, Dr.K. SAGAR, "A NOVEL FRAMEWORK FOR IMAGE CLASSIFICATION USING HYBRID CNN-GAN-BASED MASKING", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 9, pp.a731-a738, September 2025, Available at :http://www.ijcrt.org/papers/IJCRT2509088.pdf
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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