Call for Papers:Vol.12 Issue.2

Submission
Last date		 28-Apr-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-2. 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: :  FLOWER IMAGE DETECTION USING TRANSFER LEARNING
PaperId: :  16680
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-16680
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Vishwajeet Kumar SinghINSTITUTE OF TECHNOLOGY AND MANAGEMENT
Deepak Kumar TiwaryINSTITUTE OF TECHNOLOGY AND MANAGEMENT
Tanmay SinghINSTITUTE OF TECHNOLOGY AND MANAGEMENT
ArchanaINSTITUTE OF TECHNOLOGY AND MANAGEMENT
Mr. Shubham SrivastavaINSTITUTE OF TECHNOLOGY AND MANAGEMENT

Abstract

Computer Engineering
Machine Learning, Python, Numpy, CNN, Tensorflow
Image processing is an important part of removing features from photos. However, image processing and image interpreting process in the distribution of low-level statistical statistics is a challenging task. These processes are complex as the captured image contains a lot of noise, and the target objects are touched by light, light. In the case of flower classification, photo editing or pre-processing is an important part of the automatic flower photo recognition system. The classification of a flower image depends on low-level elements, for example, color and texture, in order to define and define the content of the image. In this project, a Convolution Neural Network (CNN)-based approach was proposed in which the pre-trained VGG-16 model was used to extract features from flower images and before the model was trained, further analysis was performed to remove the noise. , improve brightness and improve image quality using the Digital Image Processing (DIP) algorithm. The model is trained with about 2000 images in three classes, and the classification is done by FC, SVM, Naïve Bayes classifier and DT; high accuracy achieved with FC layer and SVM 91.56% and 91.36%.

Citations

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

IJARIIE Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. "FLOWER IMAGE DETECTION USING TRANSFER LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 3 2022 Page 919-923
MLA Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. "FLOWER IMAGE DETECTION USING TRANSFER LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 8.3(2022) : 919-923.
APA Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, & Mr. Shubham Srivastava. (2022). FLOWER IMAGE DETECTION USING TRANSFER LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 8(3), 919-923.
Chicago Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. "FLOWER IMAGE DETECTION USING TRANSFER LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 3 (2022) : 919-923.
Oxford Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. 'FLOWER IMAGE DETECTION USING TRANSFER LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, 2022, p. 919-923. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/FLOWER_IMAGE_DETECTION_USING_TRANSFER_LEARNING_ijariie16680.pdf (Accessed : ).
Harvard Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. (2022) 'FLOWER IMAGE DETECTION USING TRANSFER LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 8(3), pp. 919-923IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/FLOWER_IMAGE_DETECTION_USING_TRANSFER_LEARNING_ijariie16680.pdf (Accessed : )
IEEE Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava, "FLOWER IMAGE DETECTION USING TRANSFER LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, pp. 919-923, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/FLOWER_IMAGE_DETECTION_USING_TRANSFER_LEARNING_ijariie16680.pdf [Accessed : ].
Turabian Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. "FLOWER IMAGE DETECTION USING TRANSFER LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 3 ().
Vancouver Vishwajeet Kumar Singh, Deepak Kumar Tiwary, Tanmay Singh, Archana, and Mr. Shubham Srivastava. FLOWER IMAGE DETECTION USING TRANSFER LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : ]; 8(3) : 919-923. Available from: https://ijariie.com/AdminUploadPdf/FLOWER_IMAGE_DETECTION_USING_TRANSFER_LEARNING_ijariie16680.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Exploring the Intersection between Nigeria’s Cyber policy and National Security: An Examination of International Cooperation, Legal Frameworks and Regulatory ComplianceCyber security and legal frameworksAmaefule I.A Download
IoT-Based Elderly Emergency Health Monitoring System integrated with a Smart Ambulance mechanismInformation TechnologyRJ Shinde Download
Decentralized Voting System Using Ethereum BlockchainInformation Science and EngineeringDr. D. SIVAKUMAR Download
Enhancing Historical Consciousness through Digital Storytelling among Grade 11 General Academic Strand Students of Purisima National High School”SOCIAL SCIENCECHARITY P. CANONIGO Download
Comprehensive Framework for Real-Time Hand Gesture Recognition on Mobile Platforms using Machine Learning,TensorFlow Lite, Keras, MediaPipe, OpenCV and NumPyInformation Technology / Computer Engineering / Machine LearningRoshani Rajesh khobragade Download
WEALTH: YOUR SMART EXPENSE TRACKER AND FINANCIAL ADVISORInformation TechnologyPratiksha Mankar Download
Brain Tumor DetectionBrain Tumor Detection Using PythonPallavi Gajbhiye Download
SUVIDHA An E-commerce website for Local LaboursInformation Technology Aman Milind Mandape Download
Comprehensive Framework for Real-Time Hand Gesture Recognition on Mobile Platforms using Machine Learning, TensorFlow Lite, Keras, MediaPipe, OpenCV and NumPyInformation Technology / Computer Engineering / Machine LearningRoshani Rajesh khobragade Download
EDUNEXUS – A Student Development ApplicationInformation TechnologyNamrata Kanhole Download
Review on Festagram: An Event Management System for CollegesInformation science and engineeringAdarsh Download
Deep Learning Based 3D Object Detection and Pose EstimationComputer EngineeringPayal Behune Download
AI-Based Dynamic Route Generation and Optimization Using Real-Time Traffic and Road ParametersInformation Technology EngineeringAniket Ubale Download
SMART EXPIRY DATE TRACKER WITH FOOD RECOMMENDATIONSInformation Science and EngineeringMr Pradeep Nayak Download
A REVIEW ON ABSTRACTIVE MEETING SUMMARIZATION: TOWARDS SMARTER MEETING ASSISTANTSInformation Science and EngineeringKratika Sudarshan Halankar Download
12