SlideShare a Scribd company logo
1 of 15
•A.KALYAN
•T.MAHESH
•Md.MUBEEN
•D.SAI VIKAS
•N.VISHNUVARMA
MRCE
IMAGE CLASSIFICATION
PRESENTED BY:
GUIDE:
Mrs.B.Madhavi
ABSTRACT
Image Classification is a fundamental task that attempts to
comprehend an entire image as a whole.
The goal is to classify the image by assigning it to a specific label.
Typically, Image Classification refers to images in which only one
object appears and is analyzed. In contrast.
We used Anaconda navigator for this project (where python
programing is compiled)
In python to perform image classification, tensorflow pakage is
used to create neural network
DEEP LEARNING
ARTIFICIAL NEURAL NETWORK
Artificial neural networks, usually simply called
neural networks or neural nets, are computing
systems inspired by the biological neural networks
EXISTING METHOD
variations
DISADVANTAGEDS
To much computation.
Treats local pixels same as pixels far apart.
Sensitive to location of an object in an
image
CONVOLUTIONAL NEURAL NETWORK
PROPOSED METHOD
MAX POOLING
DEMONSTRATION
FUTURE SCOPE
1. Using image recognitionin city guides based on photos taken by
tourists and photo databases on Facebook or Instagram.
2. Self-driving cars – it will become a reality and not just a vision of the
future.
3. Medicine – the use of photo recognition for fast and accurate
medical diagnoses based on data obtained from medical photos.
According to specialists, this type of technology may be the first in the
area of ​​recognizing cancerous lesions, for example: melanoma.
REFERENCE
1.MohdAzlan Abu, Nurul HazirahIndra (2019) - Image classification using
deep neural network.
2- Karan Chauhan, Shrwan Ram (2018) - Image classification using deep
learning based on keras and tensorflow.
3- Dr. Vinayak Bharadi, Misbah Naimuddin Panchbhai (2017) - Image
classification using deep learning.
4- M Manoj Krishna, M Neelima (2018) - Image classification using deep
neural network.
5- W. A. Ezat, M Desouky and N A Ismail(2020) - Image classification using
convolutional neural network.
6- Jun-e-Liu, Feng-Ping An(2019) Image Classification Algorithm based on
Deep Learning – Kernel Function.
7- Muthukrishnan Ramprasath, M. Vijay Anand(2018) Image Classification
using Convolutional Neural Network

More Related Content

What's hot

Introduction to object detection
Introduction to object detectionIntroduction to object detection
Introduction to object detectionBrodmann17
 
Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Basit Rafiq
 
Faster R-CNN: Towards real-time object detection with region proposal network...
Faster R-CNN: Towards real-time object detection with region proposal network...Faster R-CNN: Towards real-time object detection with region proposal network...
Faster R-CNN: Towards real-time object detection with region proposal network...Universitat Politècnica de Catalunya
 
Image segmentation with deep learning
Image segmentation with deep learningImage segmentation with deep learning
Image segmentation with deep learningAntonio Rueda-Toicen
 
Deep Learning in Computer Vision
Deep Learning in Computer VisionDeep Learning in Computer Vision
Deep Learning in Computer VisionSungjoon Choi
 
Brain tumor detection by scanning MRI images (using filtering techniques)
Brain tumor detection by scanning MRI images (using filtering techniques)Brain tumor detection by scanning MRI images (using filtering techniques)
Brain tumor detection by scanning MRI images (using filtering techniques)Vivek reddy
 
Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...
Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...
Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...Analytics India Magazine
 
Object detection
Object detectionObject detection
Object detectionSomesh Vyas
 
BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...
BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...
BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...IAEME Publication
 
Brain Tumor Detection Using Deep Neural Network.pptx
Brain Tumor Detection Using Deep Neural Network.pptxBrain Tumor Detection Using Deep Neural Network.pptx
Brain Tumor Detection Using Deep Neural Network.pptxAbdulRehman417114
 
Object classification using CNN & VGG16 Model (Keras and Tensorflow)
Object classification using CNN & VGG16 Model (Keras and Tensorflow) Object classification using CNN & VGG16 Model (Keras and Tensorflow)
Object classification using CNN & VGG16 Model (Keras and Tensorflow) Lalit Jain
 
Lung Cancer Detection Using Convolutional Neural Network
Lung Cancer Detection Using Convolutional Neural NetworkLung Cancer Detection Using Convolutional Neural Network
Lung Cancer Detection Using Convolutional Neural NetworkIRJET Journal
 
Understanding Convolutional Neural Networks
Understanding Convolutional Neural NetworksUnderstanding Convolutional Neural Networks
Understanding Convolutional Neural NetworksJeremy Nixon
 
PPT on BRAIN TUMOR detection in MRI images based on IMAGE SEGMENTATION
PPT on BRAIN TUMOR detection in MRI images based on  IMAGE SEGMENTATION PPT on BRAIN TUMOR detection in MRI images based on  IMAGE SEGMENTATION
PPT on BRAIN TUMOR detection in MRI images based on IMAGE SEGMENTATION khanam22
 
Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)
Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)
Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)Universitat Politècnica de Catalunya
 

What's hot (20)

brain tumor ppt.pptx
brain tumor ppt.pptxbrain tumor ppt.pptx
brain tumor ppt.pptx
 
Introduction to object detection
Introduction to object detectionIntroduction to object detection
Introduction to object detection
 
Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Convolution Neural Network (CNN)
Convolution Neural Network (CNN)
 
Cnn
CnnCnn
Cnn
 
Faster R-CNN: Towards real-time object detection with region proposal network...
Faster R-CNN: Towards real-time object detection with region proposal network...Faster R-CNN: Towards real-time object detection with region proposal network...
Faster R-CNN: Towards real-time object detection with region proposal network...
 
Image segmentation with deep learning
Image segmentation with deep learningImage segmentation with deep learning
Image segmentation with deep learning
 
Deep Learning in Computer Vision
Deep Learning in Computer VisionDeep Learning in Computer Vision
Deep Learning in Computer Vision
 
Brain tumor detection by scanning MRI images (using filtering techniques)
Brain tumor detection by scanning MRI images (using filtering techniques)Brain tumor detection by scanning MRI images (using filtering techniques)
Brain tumor detection by scanning MRI images (using filtering techniques)
 
Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...
Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...
Explainable deep learning with applications in Healthcare By Sunil Kumar Vupp...
 
cnn ppt.pptx
cnn ppt.pptxcnn ppt.pptx
cnn ppt.pptx
 
Final ppt
Final pptFinal ppt
Final ppt
 
Object detection
Object detectionObject detection
Object detection
 
BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...
BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...
BRAIN TUMOR CLASSIFICATION IN 3D-MRI USING FEATURES FROM RADIOMICS AND 3D-CNN...
 
Brain Tumor Detection Using Deep Neural Network.pptx
Brain Tumor Detection Using Deep Neural Network.pptxBrain Tumor Detection Using Deep Neural Network.pptx
Brain Tumor Detection Using Deep Neural Network.pptx
 
Report (1)
Report (1)Report (1)
Report (1)
 
Object classification using CNN & VGG16 Model (Keras and Tensorflow)
Object classification using CNN & VGG16 Model (Keras and Tensorflow) Object classification using CNN & VGG16 Model (Keras and Tensorflow)
Object classification using CNN & VGG16 Model (Keras and Tensorflow)
 
Lung Cancer Detection Using Convolutional Neural Network
Lung Cancer Detection Using Convolutional Neural NetworkLung Cancer Detection Using Convolutional Neural Network
Lung Cancer Detection Using Convolutional Neural Network
 
Understanding Convolutional Neural Networks
Understanding Convolutional Neural NetworksUnderstanding Convolutional Neural Networks
Understanding Convolutional Neural Networks
 
PPT on BRAIN TUMOR detection in MRI images based on IMAGE SEGMENTATION
PPT on BRAIN TUMOR detection in MRI images based on  IMAGE SEGMENTATION PPT on BRAIN TUMOR detection in MRI images based on  IMAGE SEGMENTATION
PPT on BRAIN TUMOR detection in MRI images based on IMAGE SEGMENTATION
 
Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)
Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)
Image Segmentation (D3L1 2017 UPC Deep Learning for Computer Vision)
 

Similar to image classification

Automated Analysis of Microscopy Images using Deep Convolutional Neural Network
Automated Analysis of Microscopy Images using Deep Convolutional Neural NetworkAutomated Analysis of Microscopy Images using Deep Convolutional Neural Network
Automated Analysis of Microscopy Images using Deep Convolutional Neural NetworkAdetayoOkunoye
 
Face Recognition using PCA and MSNN
Face Recognition using PCA and MSNNFace Recognition using PCA and MSNN
Face Recognition using PCA and MSNNRABI GAYAN
 
Paper id 6122018109
Paper id 6122018109Paper id 6122018109
Paper id 6122018109IJRAT
 
Image Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural NetworkImage Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural NetworkAIRCC Publishing Corporation
 
Image Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural NetworkImage Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural NetworkAIRCC Publishing Corporation
 
Brain tumor classification in magnetic resonance imaging images using convol...
Brain tumor classification in magnetic resonance imaging  images using convol...Brain tumor classification in magnetic resonance imaging  images using convol...
Brain tumor classification in magnetic resonance imaging images using convol...IJECEIAES
 
SHORT STORY_CMPE255.pptx
SHORT STORY_CMPE255.pptxSHORT STORY_CMPE255.pptx
SHORT STORY_CMPE255.pptxHarikaSatti1
 
ENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORS
ENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORSENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORS
ENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORSsipij
 
Mask RCNN on brain tumor.pptx
Mask RCNN on brain tumor.pptxMask RCNN on brain tumor.pptx
Mask RCNN on brain tumor.pptxDanishKhan643986
 
Survey on “Brain Tumor Detection Using Deep Learning
Survey on “Brain Tumor Detection Using Deep LearningSurvey on “Brain Tumor Detection Using Deep Learning
Survey on “Brain Tumor Detection Using Deep LearningIRJET Journal
 
Breast Cancer Detection using Convolution Neural Network
Breast Cancer Detection using Convolution Neural NetworkBreast Cancer Detection using Convolution Neural Network
Breast Cancer Detection using Convolution Neural NetworkIRJET Journal
 
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...ijceronline
 
USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...
USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...
USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...ijcsit
 
Using Singular Value Decomposition in a Convolutional Neural Network to Impro...
Using Singular Value Decomposition in a Convolutional Neural Network to Impro...Using Singular Value Decomposition in a Convolutional Neural Network to Impro...
Using Singular Value Decomposition in a Convolutional Neural Network to Impro...AIRCC Publishing Corporation
 
Human recognition system based on retina vascular network characteristics
Human recognition system based on retina vascular network characteristicsHuman recognition system based on retina vascular network characteristics
Human recognition system based on retina vascular network characteristicscbnaikodi
 
BRAINREGION.pptx
BRAINREGION.pptxBRAINREGION.pptx
BRAINREGION.pptxVISHALAS9
 

Similar to image classification (20)

Image recognition
Image recognitionImage recognition
Image recognition
 
Automated Analysis of Microscopy Images using Deep Convolutional Neural Network
Automated Analysis of Microscopy Images using Deep Convolutional Neural NetworkAutomated Analysis of Microscopy Images using Deep Convolutional Neural Network
Automated Analysis of Microscopy Images using Deep Convolutional Neural Network
 
Face Recognition using PCA and MSNN
Face Recognition using PCA and MSNNFace Recognition using PCA and MSNN
Face Recognition using PCA and MSNN
 
Paper id 6122018109
Paper id 6122018109Paper id 6122018109
Paper id 6122018109
 
Image Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural NetworkImage Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural Network
 
Image Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural NetworkImage Segmentation and Classification using Neural Network
Image Segmentation and Classification using Neural Network
 
Brain tumor classification in magnetic resonance imaging images using convol...
Brain tumor classification in magnetic resonance imaging  images using convol...Brain tumor classification in magnetic resonance imaging  images using convol...
Brain tumor classification in magnetic resonance imaging images using convol...
 
SHORT STORY_CMPE255.pptx
SHORT STORY_CMPE255.pptxSHORT STORY_CMPE255.pptx
SHORT STORY_CMPE255.pptx
 
ENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORS
ENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORSENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORS
ENHANCED SYSTEM FOR COMPUTER-AIDED DETECTION OF MRI BRAIN TUMORS
 
MINI PROJECT (1).pptx
MINI PROJECT (1).pptxMINI PROJECT (1).pptx
MINI PROJECT (1).pptx
 
Mask RCNN on brain tumor.pptx
Mask RCNN on brain tumor.pptxMask RCNN on brain tumor.pptx
Mask RCNN on brain tumor.pptx
 
Survey on “Brain Tumor Detection Using Deep Learning
Survey on “Brain Tumor Detection Using Deep LearningSurvey on “Brain Tumor Detection Using Deep Learning
Survey on “Brain Tumor Detection Using Deep Learning
 
Breast Cancer Detection using Convolution Neural Network
Breast Cancer Detection using Convolution Neural NetworkBreast Cancer Detection using Convolution Neural Network
Breast Cancer Detection using Convolution Neural Network
 
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
 
USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...
USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...
USING SINGULAR VALUE DECOMPOSITION IN A CONVOLUTIONAL NEURAL NETWORK TO IMPRO...
 
Using Singular Value Decomposition in a Convolutional Neural Network to Impro...
Using Singular Value Decomposition in a Convolutional Neural Network to Impro...Using Singular Value Decomposition in a Convolutional Neural Network to Impro...
Using Singular Value Decomposition in a Convolutional Neural Network to Impro...
 
Human recognition system based on retina vascular network characteristics
Human recognition system based on retina vascular network characteristicsHuman recognition system based on retina vascular network characteristics
Human recognition system based on retina vascular network characteristics
 
BRAINREGION.pptx
BRAINREGION.pptxBRAINREGION.pptx
BRAINREGION.pptx
 
Brain
BrainBrain
Brain
 
call for papers, research paper publishing, where to publish research paper, ...
call for papers, research paper publishing, where to publish research paper, ...call for papers, research paper publishing, where to publish research paper, ...
call for papers, research paper publishing, where to publish research paper, ...
 

Recently uploaded

ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...JhezDiaz1
 
Historical philosophical, theoretical, and legal foundations of special and i...
Historical philosophical, theoretical, and legal foundations of special and i...Historical philosophical, theoretical, and legal foundations of special and i...
Historical philosophical, theoretical, and legal foundations of special and i...jaredbarbolino94
 
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxEPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxRaymartEstabillo3
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Hierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of managementHierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of managementmkooblal
 
CELL CYCLE Division Science 8 quarter IV.pptx
CELL CYCLE Division Science 8 quarter IV.pptxCELL CYCLE Division Science 8 quarter IV.pptx
CELL CYCLE Division Science 8 quarter IV.pptxJiesonDelaCerna
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17Celine George
 
DATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersDATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersSabitha Banu
 
MICROBIOLOGY biochemical test detailed.pptx
MICROBIOLOGY biochemical test detailed.pptxMICROBIOLOGY biochemical test detailed.pptx
MICROBIOLOGY biochemical test detailed.pptxabhijeetpadhi001
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatYousafMalik24
 
Types of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptxTypes of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptxEyham Joco
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfMr Bounab Samir
 
Capitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptxCapitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptxCapitolTechU
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdfssuser54595a
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
What is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERPWhat is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERPCeline George
 

Recently uploaded (20)

ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
 
Historical philosophical, theoretical, and legal foundations of special and i...
Historical philosophical, theoretical, and legal foundations of special and i...Historical philosophical, theoretical, and legal foundations of special and i...
Historical philosophical, theoretical, and legal foundations of special and i...
 
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxEPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
Hierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of managementHierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of management
 
CELL CYCLE Division Science 8 quarter IV.pptx
CELL CYCLE Division Science 8 quarter IV.pptxCELL CYCLE Division Science 8 quarter IV.pptx
CELL CYCLE Division Science 8 quarter IV.pptx
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17
 
DATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersDATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginners
 
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
 
MICROBIOLOGY biochemical test detailed.pptx
MICROBIOLOGY biochemical test detailed.pptxMICROBIOLOGY biochemical test detailed.pptx
MICROBIOLOGY biochemical test detailed.pptx
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice great
 
Types of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptxTypes of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptx
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
Capitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptxCapitol Tech U Doctoral Presentation - April 2024.pptx
Capitol Tech U Doctoral Presentation - April 2024.pptx
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
What is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERPWhat is Model Inheritance in Odoo 17 ERP
What is Model Inheritance in Odoo 17 ERP
 

image classification

  • 2. ABSTRACT Image Classification is a fundamental task that attempts to comprehend an entire image as a whole. The goal is to classify the image by assigning it to a specific label. Typically, Image Classification refers to images in which only one object appears and is analyzed. In contrast. We used Anaconda navigator for this project (where python programing is compiled) In python to perform image classification, tensorflow pakage is used to create neural network
  • 4. ARTIFICIAL NEURAL NETWORK Artificial neural networks, usually simply called neural networks or neural nets, are computing systems inspired by the biological neural networks EXISTING METHOD
  • 5. variations DISADVANTAGEDS To much computation. Treats local pixels same as pixels far apart. Sensitive to location of an object in an image
  • 7.
  • 8.
  • 9.
  • 11.
  • 12.
  • 14. FUTURE SCOPE 1. Using image recognitionin city guides based on photos taken by tourists and photo databases on Facebook or Instagram. 2. Self-driving cars – it will become a reality and not just a vision of the future. 3. Medicine – the use of photo recognition for fast and accurate medical diagnoses based on data obtained from medical photos. According to specialists, this type of technology may be the first in the area of ​​recognizing cancerous lesions, for example: melanoma.
  • 15. REFERENCE 1.MohdAzlan Abu, Nurul HazirahIndra (2019) - Image classification using deep neural network. 2- Karan Chauhan, Shrwan Ram (2018) - Image classification using deep learning based on keras and tensorflow. 3- Dr. Vinayak Bharadi, Misbah Naimuddin Panchbhai (2017) - Image classification using deep learning. 4- M Manoj Krishna, M Neelima (2018) - Image classification using deep neural network. 5- W. A. Ezat, M Desouky and N A Ismail(2020) - Image classification using convolutional neural network. 6- Jun-e-Liu, Feng-Ping An(2019) Image Classification Algorithm based on Deep Learning – Kernel Function. 7- Muthukrishnan Ramprasath, M. Vijay Anand(2018) Image Classification using Convolutional Neural Network