AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Avishkar Research Festival 2017-Project Exhibition
“ALGORITHM FOR PLANT
PATHOLOGY:
A SPECIAL REFERANCE TO COLOR
MODELLING USING IMAGE”
ET-TH-279
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Research Objective:
Knowledge Automation for Indian Agriculture
Identification of Plant diseases based on color symptoms
Leaf, by making the use of Digital Image Processing.
Problem Statement:
“Given different sets of color images of the some entity
which are expressing the same phenomenon but which
can be analyzed by different color models and different
preprocessing methods,
how to choose the appropriate methods in order to obtain
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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 About 75% people are living in rural areas and are
still dependent on Agriculture. About 43% of India’s
geographical area is used for agricultural activity
 Agriculture continues to play a major role in Indian
Economy
 Provides about 65% of the livelihood
 Accounts for 27% of GDP
 Contributes 21% of Total Exports, and Supplies Raw
materials to Industries
 Growth Rate in production - 5.7%
 Food grains production – 211.17 mt
Indian Agriculture
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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PLANT PATHOLOGY
“Plant pathology is the study of the
microorganisms and of the environmental
factors that cause disease in plants; of the
mechanisms by which these factors induce
disease in plants; and of the methods of
preventing or controlling disease and reducing
the damage it causes”
G.N. Agrios
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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The main objectives of the Plant Pathology research are:
i. To have research on the living entities that causes diseases in plants
ii. To have research on the non-living entities and environmental conditions
that causes disorders in plants
iii. To have research on the mechanisms by which the disease causing agents
produce diseases
iv. To have research on the interactions between the disease causing agents
and host plant in relation to overall environment
v. To have research on the method of preventing or management the
diseases and reducing the losses/damages caused by diseases.
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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PHYTOPATHOLOGY
• Study plant diseases
• Plants: Food source for growing population
• Plants do get sick
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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DISEASE PYRAMID
 The interaction of components of plant disease can be
expanded to include time and humans.
 Time is often considered as the fourth component of plant
disease development.
 The human can affect the three components of the disease
triangle and should be considered as a fifth component in
disease development.
Susceptible Host
Disease
No
Disease
No
Disease
No
Disease
No
Disease
No
Disease
No
Disease
Host
Pathogen Environment
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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BIOTIC CAUSES OF
PLANT PATHOLOGY
• Fungi
• Bacteria
• Nematodes
• Virus
• Viroids
• Phytoplasma
• Protozoa
• Parasitic plants
ABIOTIC CAUSES OF
PLANT DISEASES
 Unfavorable
temperature
 Water relations
 Unfavorable soil pH
 Nutrient deficiencies
 Air pollutants
 Herbicides
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Pant Diseases
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Citrus Cranker
Stem Borer
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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FLOWCHART FOR RIPENESS DETECTION
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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RESULT FOR RIPENESS DETECTION
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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RESULT FOR RIPENESS DETECTION
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Query
Image
Similarity
Measure
Feature
Database.
Image
Database.
Matched
Results.
Feedback.
Extract
Features
(Primitives)
Typical system Flow Diagram
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Safflower PDI Segmentation Results
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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AVISHKAR – 2017 Innovation Festival, ET-TH-279
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 Automated fruit sorting is speedy , inexpensive,
safe and accurate.
 This system will improve fruits’ quality , reduce
labor intensity, accurate, rapid, economic, hygienic,
consistent and objective assessment.
ADVANTAGES
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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 The system gives the result based on the outer
texture and color contents.
 As the classification is based on color and
feature extraction so if the apple is replaced by
any red colored fruit or vegetable (e.g. tomato,
pomegranate, cherry etc.) then also it will be
sorted as apple so it results into the
misclassification.
DISADVANTAGES
AVISHKAR – 2017 Innovation Festival, ET-TH-279
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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We need HEALTHY PLANTS in
order to have HEALTHY
AND HAPPY PEOPLE.
AVISHKAR – 2017 Innovation Festival, ET-TH-279
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Thank you!

Avishkar competition presentation template

  • 1.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 1 Avishkar Research Festival 2017-Project Exhibition “ALGORITHM FOR PLANT PATHOLOGY: A SPECIAL REFERANCE TO COLOR MODELLING USING IMAGE” ET-TH-279
  • 2.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 2 Research Objective: Knowledge Automation for Indian Agriculture Identification of Plant diseases based on color symptoms Leaf, by making the use of Digital Image Processing. Problem Statement: “Given different sets of color images of the some entity which are expressing the same phenomenon but which can be analyzed by different color models and different preprocessing methods, how to choose the appropriate methods in order to obtain
  • 3.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 3  About 75% people are living in rural areas and are still dependent on Agriculture. About 43% of India’s geographical area is used for agricultural activity  Agriculture continues to play a major role in Indian Economy  Provides about 65% of the livelihood  Accounts for 27% of GDP  Contributes 21% of Total Exports, and Supplies Raw materials to Industries  Growth Rate in production - 5.7%  Food grains production – 211.17 mt Indian Agriculture
  • 4.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 4 PLANT PATHOLOGY “Plant pathology is the study of the microorganisms and of the environmental factors that cause disease in plants; of the mechanisms by which these factors induce disease in plants; and of the methods of preventing or controlling disease and reducing the damage it causes” G.N. Agrios
  • 5.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 5 The main objectives of the Plant Pathology research are: i. To have research on the living entities that causes diseases in plants ii. To have research on the non-living entities and environmental conditions that causes disorders in plants iii. To have research on the mechanisms by which the disease causing agents produce diseases iv. To have research on the interactions between the disease causing agents and host plant in relation to overall environment v. To have research on the method of preventing or management the diseases and reducing the losses/damages caused by diseases.
  • 6.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 6 PHYTOPATHOLOGY • Study plant diseases • Plants: Food source for growing population • Plants do get sick
  • 7.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 7
  • 8.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 8 DISEASE PYRAMID  The interaction of components of plant disease can be expanded to include time and humans.  Time is often considered as the fourth component of plant disease development.  The human can affect the three components of the disease triangle and should be considered as a fifth component in disease development. Susceptible Host Disease No Disease No Disease No Disease No Disease No Disease No Disease Host Pathogen Environment
  • 9.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 9 BIOTIC CAUSES OF PLANT PATHOLOGY • Fungi • Bacteria • Nematodes • Virus • Viroids • Phytoplasma • Protozoa • Parasitic plants ABIOTIC CAUSES OF PLANT DISEASES  Unfavorable temperature  Water relations  Unfavorable soil pH  Nutrient deficiencies  Air pollutants  Herbicides
  • 10.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 10 Pant Diseases
  • 11.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 11 Citrus Cranker Stem Borer
  • 12.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 12
  • 13.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 13
  • 14.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 14
  • 15.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 15 FLOWCHART FOR RIPENESS DETECTION
  • 16.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 16 RESULT FOR RIPENESS DETECTION
  • 17.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 17 RESULT FOR RIPENESS DETECTION
  • 18.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 18 Query Image Similarity Measure Feature Database. Image Database. Matched Results. Feedback. Extract Features (Primitives) Typical system Flow Diagram
  • 19.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 19 Safflower PDI Segmentation Results
  • 20.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 20
  • 21.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 21
  • 22.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 22
  • 23.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 23
  • 24.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 24
  • 25.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 25
  • 26.
    26  Automated fruitsorting is speedy , inexpensive, safe and accurate.  This system will improve fruits’ quality , reduce labor intensity, accurate, rapid, economic, hygienic, consistent and objective assessment. ADVANTAGES AVISHKAR – 2017 Innovation Festival, ET-TH-279
  • 27.
    27  The systemgives the result based on the outer texture and color contents.  As the classification is based on color and feature extraction so if the apple is replaced by any red colored fruit or vegetable (e.g. tomato, pomegranate, cherry etc.) then also it will be sorted as apple so it results into the misclassification. DISADVANTAGES AVISHKAR – 2017 Innovation Festival, ET-TH-279
  • 28.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 28 We need HEALTHY PLANTS in order to have HEALTHY AND HAPPY PEOPLE.
  • 29.
    AVISHKAR – 2017Innovation Festival, ET-TH-279 29 Thank you!