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--- |
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title: Flower Classification App |
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emoji: 🔥 |
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colorFrom: red |
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colorTo: green |
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sdk: gradio |
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sdk_version: 3.35.2 |
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app_file: app.py |
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pinned: false |
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license: mit |
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--- |
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# Flower Classification |
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<a href= "https://github.com/Sylvesterchuks/flower_classification"> Click on this link to visit Flower Classification Github Page</a> |
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## Problem Statement And Description |
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We have created a 102 category dataset, consisting of 102 flower categories. The flowers chosen to be flower commonly occuring in the United Kingdom. Each class consists of between 40 and 258 images. Build a model to classify these flower images. |
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### Classification Report For the Test Dataset |
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<pre> |
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precision recall f1-score support |
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pink primrose 1.00 1.00 1.00 7 |
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hard-leaved pocket orchid 1.00 1.00 1.00 14 |
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canterbury bells 1.00 1.00 1.00 8 |
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sweet pea 0.83 0.83 0.83 12 |
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english marigold 1.00 1.00 1.00 18 |
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tiger lily 1.00 1.00 1.00 9 |
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moon orchid 1.00 0.83 0.91 6 |
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bird of paradise 1.00 1.00 1.00 16 |
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monkshood 1.00 1.00 1.00 10 |
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globe thistle 1.00 1.00 1.00 6 |
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snapdragon 0.87 1.00 0.93 13 |
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colt's foot 1.00 1.00 1.00 12 |
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king protea 1.00 1.00 1.00 6 |
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spear thistle 1.00 1.00 1.00 11 |
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yellow iris 1.00 1.00 1.00 9 |
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globe-flower 1.00 1.00 1.00 7 |
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purple coneflower 1.00 1.00 1.00 17 |
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peruvian lily 1.00 1.00 1.00 12 |
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balloon flower 0.83 1.00 0.91 5 |
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giant white arum lily 1.00 1.00 1.00 11 |
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fire lily 1.00 1.00 1.00 10 |
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pincushion flower 1.00 1.00 1.00 7 |
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fritillary 1.00 1.00 1.00 16 |
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red ginger 1.00 1.00 1.00 12 |
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grape hyacinth 1.00 1.00 1.00 3 |
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corn poppy 1.00 1.00 1.00 10 |
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prince of wales feathers 1.00 1.00 1.00 7 |
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stemless gentian 0.92 1.00 0.96 11 |
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artichoke 0.94 1.00 0.97 17 |
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sweet william 1.00 0.94 0.97 16 |
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carnation 1.00 1.00 1.00 5 |
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garden phlox 0.88 0.88 0.88 8 |
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love in the mist 1.00 0.80 0.89 10 |
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mexican aster 1.00 0.67 0.80 3 |
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alpine sea holly 1.00 1.00 1.00 7 |
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ruby-lipped cattleya 1.00 1.00 1.00 21 |
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cape flower 1.00 1.00 1.00 20 |
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great masterwort 1.00 1.00 1.00 11 |
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siam tulip 1.00 1.00 1.00 7 |
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lenten rose 1.00 1.00 1.00 14 |
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barbeton daisy 1.00 1.00 1.00 32 |
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daffodil 1.00 1.00 1.00 12 |
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sword lily 1.00 0.96 0.98 26 |
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poinsettia 1.00 1.00 1.00 18 |
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bolero deep blue 1.00 1.00 1.00 7 |
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wallflower 1.00 1.00 1.00 46 |
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marigold 1.00 1.00 1.00 14 |
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buttercup 1.00 1.00 1.00 17 |
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oxeye daisy 1.00 1.00 1.00 8 |
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common dandelion 0.95 1.00 0.97 18 |
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petunia 1.00 0.93 0.96 55 |
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wild pansy 1.00 1.00 1.00 12 |
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primula 1.00 1.00 1.00 28 |
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sunflower 1.00 1.00 1.00 14 |
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pelargonium 1.00 1.00 1.00 16 |
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bishop of llandaff 1.00 1.00 1.00 20 |
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gaura 1.00 1.00 1.00 19 |
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geranium 1.00 1.00 1.00 22 |
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orange dahlia 1.00 1.00 1.00 14 |
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pink-yellow dahlia 1.00 1.00 1.00 21 |
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cautleya spicata 1.00 1.00 1.00 10 |
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japanese anemone 1.00 1.00 1.00 15 |
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black-eyed susan 1.00 1.00 1.00 11 |
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silverbush 1.00 1.00 1.00 14 |
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californian poppy 1.00 1.00 1.00 16 |
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osteospermum 0.92 1.00 0.96 12 |
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spring crocus 1.00 1.00 1.00 9 |
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bearded iris 1.00 1.00 1.00 9 |
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windflower 1.00 1.00 1.00 7 |
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tree poppy 1.00 1.00 1.00 15 |
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gazania 1.00 1.00 1.00 19 |
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azalea 0.95 1.00 0.98 20 |
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water lily 1.00 1.00 1.00 46 |
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rose 0.96 1.00 0.98 43 |
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thorn apple 1.00 1.00 1.00 16 |
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morning glory 0.95 1.00 0.98 20 |
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passion flower 0.98 1.00 0.99 52 |
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lotus lotus 1.00 0.95 0.98 21 |
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toad lily 1.00 1.00 1.00 8 |
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anthurium 1.00 1.00 1.00 17 |
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frangipani 1.00 1.00 1.00 35 |
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clematis 1.00 0.96 0.98 26 |
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hibiscus 1.00 1.00 1.00 24 |
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columbine 0.94 1.00 0.97 17 |
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desert-rose 1.00 1.00 1.00 14 |
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tree mallow 0.78 1.00 0.88 7 |
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magnolia 1.00 0.92 0.96 13 |
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cyclamen 1.00 1.00 1.00 31 |
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watercress 1.00 1.00 1.00 46 |
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canna lily 1.00 1.00 1.00 13 |
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hippeastrum 1.00 1.00 1.00 17 |
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bee balm 1.00 0.91 0.95 11 |
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ball moss 0.89 1.00 0.94 8 |
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foxglove 1.00 1.00 1.00 28 |
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bougainvillea 1.00 1.00 1.00 23 |
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camellia 0.94 1.00 0.97 17 |
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mallow 1.00 0.86 0.92 14 |
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mexican petunia 1.00 0.93 0.96 14 |
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bromelia 1.00 1.00 1.00 16 |
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blanket flower 1.00 1.00 1.00 16 |
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trumpet creeper 1.00 1.00 1.00 11 |
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blackberry lily 1.00 1.00 1.00 13 |
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accuracy 0.99 1637 |
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macro avg 0.99 0.98 0.98 1637 |
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weighted avg 0.99 0.99 0.99 1637 |
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</pre> |
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**Training and Validation Plot** |
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**Some wrongly predicted Images** |
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference |
