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Initial training using:

• EfficientNet0
• Adam optimizer
• Learning rate of 1e-3
• 500 epochs
• Batch size of 48

To further automate the search for more images, create a JSON document containing the scientific names and all the common names of flower species.

There are many varieties of windflowers (including Japanese Anemone), all of which have distinct morphology.

It looks like the "windflower" in the Oxford dataset is the Leeds variety of Wood Anemone.

• Wood Anemone
• Anemone coronaria (Poppy Anemone)
• Grecian Anemone
• Anemonoides sylvestris (Snowdrop Anemone)

A number of the images have watermarks that contain the image label.

Eg: image_05629.jpg, image_05632.jpg, image_05632.jpg (examples of Sweet Pea flowers), all have watermarks that say "Owl's Acre Sweet Peas".

Data was acquired fromwebsite for 102 Flowers

Adding more data to each category.

• alpine sea holly
• anthurium
• artichoke
• azalea
• balloon flower
• barbeton daisy
• bearded iris
• bee balm
• bird of paradise
• blackberry lily
• black-eyed susan
• blanket flower
• bougainvillea
• bromelia
• buttercup
• californian poppy
• camellia
• canna lily
• canterbury bells
• cape flower
• carnation
• cautleya spicata
• clematis
• colt's foot
• columbine
• common dandelion
• corn poppy
• cyclamen
• daffodil
• dahlia pinnata
• desert rose
• english marigold
• fire lily
• foxglove
• frangipani
• fritillary
• garden cosmos
• garden phlox
• gaura
• gazania
• geranium
• giant white arum lily
• globe-flower
• globe thistle
• grape hyacinth
• great masterwort
• hard-leaved pocket orchid
• hibiscus
• hippeastrum
• japanese anemone
• king protea
• lenten rose
• lotus
• love-in-a-mist
• magnolia
• mallow
• marigold
• mexican petunia
• monkshood
• moon orchid
• morning glory
• orange dahlia
• osteospermum
• oxeye daisy
• pansy
• passion flower
• pelargonium
• peruvian lily
• petunia
• pincushion flower
• pink primrose
• pink quill
• poinsettia
• primula
• prince of wales feathers
• purple coneflower
• red dahlia
• red ginger
• rose
• ruby-lipped cattleya
• siam tulip
• silverbush
• snapdragon
• spear thistle
• spring crocus
• stemless gentian
• sunflower
• sweet pea
• sweet william
• sword lily
• Texas bluebell
• thorn apple
• tiger lily
• toad lily
• tree mallow
• tree poppy
• trumpet creeper
• wallflower
• watercress
• water lily
• windflower
• yellow iris

Add argument handling for the following:

• create statistics
• train
• validation
• testing

The current implementation only searchers Bing. iCrawler could be a promising alternative because it searches Google, Bing, and Flickr.

• Adding horizontal flips, vertical flips, random affine
• Consider normalization because it can make back propagation for stable.

• gather and annotate Oxford Flower 102 dataset
• split data into test/ train/ validation
• dataloading with TorchVision
• Remove images with watermarks