Image Classifier

Categorise images depending on the object and the qualities of the image.

Please note that any images which have been uploaded can only be deleted upon requesting the server admin.You may write an email to varun@iarani.in and attach a screenshot of the image you wish to remove. You will receive a response within 24 hours.

Image Classifier

Categorise images depending on the object and the qualities of the image.

Please note that any images which have been uploaded can only be deleted upon requesting the server admin.You may write an email to varun@iarani.in and attach a screenshot of the image you wish to remove. You will receive a response within 24 hours.

How it works

1. Object Recognition

Individual pixels of the image are analysed and their connectivty to their nearby pixels is recognised. This enables the object recognition model to know if two or more pixels are part of the same object.

2. Object Classification

Every recognised object has certain characteristics which hold true for all similar objects and can thus be classified into a category.

For instance, all basketballs will be spherical in nature and have well defined markings on them. Another example is that of a face. Every human face will have certain data points which are uniform across all people. The distance/connectity between these points can vary but they retain a certain ratio. If this ratio is maintained for an object, then we can classify that object as a face.

If the object does not match any existing object, then it is treated as a new category and once similar objects are found, is added as a verfied category.


Use Cases

  • Monitoring and filtering adult/violent content: Any social platform which allows users to upload images may need to hide the image behind a disclaimer that it is meant only for adult audiences. Another platform may pose a restriction on images which might be advertisements. Such uploads can be prevented.
  • Ensuring uniformity for photographs for visas: While applying for a country's visa, there are specific conditions which the photograph must satisfy. For instance, wearing any form of headgear might not be allowed. If we're able to flag images and inform the user to upload a different image, it will reduce the number of re-applications needed due to improper images.
  • Content Curation: Social Media platforms try ot bring together thier users by introducing them to peolpe who have similar interests. Their images can have the required tags automatically and will be able to view similar tag possesing images. This will also help cut down on cases where the user adds an incorrect tag for the image therby hampering any training algorithm or creating dissonance.
  • Inventory Management: The number of similar objects in a picture can be counted to assess the stock for a particular product. This can be used to get a rough estimate of the number of articles present.
  • Crop Health Monitor: Onset of diseased crops can be recognised and remedies for the same can be given out for farmers. For this, a model will be trained based on images of healthy and diseased crops and will be able to clasify the disease in it's different stages. A predictive model will help ensure proper medication can be applied to such crops before thet are rendered unusable.

Previous Results

text
font
black and white
logo
product
monochrome
line
design
brand
graphics

green
text
grass
font
line
design
angle
games
graphics
computer wallpaper

footwear
shoe
outdoor shoe
product
personal protective equipment
font

footwear
shoe
outdoor shoe
product
personal protective equipment
font

cap
blue
headgear
beanie
knit cap
chin
cool
forehead
smile
sun hat

water
water resources
ecosystem
organism
wave
marine biology
plastic
font

text
circle
spiral
line
font
graphic design
graphics

astronaut
mural
painting
space
art

car
motorcycle
motor vehicle
vehicle
racing
superbike racing
auto show
race track
motorcycle fairing
motorcycle accessories

property
sky
wall
agriculture
tree
plant
roof
field
estate
real estate

ice cream
gelato
dessert
dondurma
food
ice cream cone
dairy product
frozen dessert
sweetness
sorbetes

nature
water
waterfall
sky
water resources
cloud
tree
water feature
biome
terrain

black
dog
dog like mammal
snout
dog breed
carnivoran
puppy

blue
fun
girl

person
chin
forehead
moustache
facial hair

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