Update README.md
Browse files
README.md
CHANGED
|
@@ -8,147 +8,149 @@ Returns flower group given an image.
|
|
| 8 |
|
| 9 |
See https://www.kaggle.com/code/dima806/flower-groups-image-detection-vit for more details.
|
| 10 |
|
|
|
|
|
|
|
| 11 |
```
|
| 12 |
Classification report:
|
| 13 |
|
| 14 |
precision recall f1-score support
|
| 15 |
|
| 16 |
tarragon 0.0000 0.0000 0.0000 247
|
| 17 |
-
blanketflowers 0.
|
| 18 |
-
coralbells 0.
|
| 19 |
-
tulips 0.
|
| 20 |
-
daffodils 0.
|
| 21 |
-
peas 0.
|
| 22 |
-
garlic 0.0000 0.0000 0.0000
|
| 23 |
-
sunroots 1.0000 0.
|
| 24 |
-
milkweed 0.
|
| 25 |
-
celery 0.0000 0.0000 0.0000
|
| 26 |
-
dill 0.
|
| 27 |
-
phlox 0.
|
| 28 |
-
peonies 0.
|
| 29 |
-
coneflowers 0.
|
| 30 |
-
beets 0.
|
| 31 |
-
beans 0.
|
| 32 |
-
onions 0.
|
| 33 |
-
bellflowers 0.
|
| 34 |
-
delphiniums 0.
|
| 35 |
-
oleanders 0.
|
| 36 |
-
roseofsharon
|
| 37 |
-
cantaloupes 0.
|
| 38 |
-
deadnettles 0.
|
| 39 |
-
viburnums 0.
|
| 40 |
-
dianthus 0.
|
| 41 |
-
peaches 0.
|
| 42 |
-
aloes 0.
|
| 43 |
-
parsley 0.
|
| 44 |
-
penstemon 0.
|
| 45 |
-
thyme 0.
|
| 46 |
-
citrus 0.
|
| 47 |
-
bleeding-hearts 0.
|
| 48 |
-
dogwoods 0.
|
| 49 |
-
black-eyed-susans 0.
|
| 50 |
-
petunias 0.
|
| 51 |
jujubes 0.0000 0.0000 0.0000 247
|
| 52 |
-
arborvitaes 0.
|
| 53 |
-
lilies 0.
|
| 54 |
-
crinums 0.
|
| 55 |
-
catmints 0.
|
| 56 |
-
astilbe 0.
|
| 57 |
-
beautyberries 0.
|
| 58 |
-
beebalms 0.
|
| 59 |
-
foxgloves 0.
|
| 60 |
-
gladiolus 0.
|
| 61 |
-
plums
|
| 62 |
-
vitis 1.0000 0.
|
| 63 |
-
ninebarks 1.0000 0.
|
| 64 |
-
lettuces 0.
|
| 65 |
-
poppies 0.
|
| 66 |
-
smoketrees 0.
|
| 67 |
-
irises 1.0000 0.
|
| 68 |
-
cilantro
|
| 69 |
-
artichokes 1.0000 0.
|
| 70 |
-
lambsears 0.
|
| 71 |
-
butterworts
|
| 72 |
-
babysbreath 1.0000 0.
|
| 73 |
-
cucurbits 0.
|
| 74 |
-
plumerias 0.
|
| 75 |
-
liatris 0.
|
| 76 |
-
carrots 0.
|
| 77 |
-
crepe-myrtles 0.
|
| 78 |
-
oregano 0.
|
| 79 |
-
ilex 0.
|
| 80 |
-
butterflybushes 0.
|
| 81 |
-
sage 0.
|
| 82 |
-
baptisia 0.
|
| 83 |
-
sempervivum 0.
|
| 84 |
-
asparagus 0.
|
| 85 |
-
radishes 0.
|
| 86 |
-
parsnips 1.0000 0.
|
| 87 |
-
hibiscus 0.
|
| 88 |
-
rhododendrons 0.
|
| 89 |
-
potatoes 1.0000 0.
|
| 90 |
-
hydrangeas 0.
|
| 91 |
-
swisschard 0.
|
| 92 |
-
cannas 0.
|
| 93 |
-
brassicas 0.
|
| 94 |
-
rubus 0.
|
| 95 |
-
columbines 0.
|
| 96 |
-
echeverias 0.
|
| 97 |
-
okra 0.
|
| 98 |
-
aeoniums 0.
|
| 99 |
-
yarrows 0.
|
| 100 |
-
roses 0.
|
| 101 |
-
basil 0.
|
| 102 |
-
spiraeas 0.
|
| 103 |
-
caladiums 0.
|
| 104 |
-
spinach 0.
|
| 105 |
-
wisterias 0.
|
| 106 |
-
cherries 1.0000 0.
|
| 107 |
-
marjoram 1.0000 0.
|
| 108 |
-
hyacinths 0.
|
| 109 |
-
rhubarbs 0.
|
| 110 |
-
tickseeds 0.
|
| 111 |
-
perovskia 0.
|
| 112 |
-
crocus 0.
|
| 113 |
-
mints 0.
|
| 114 |
-
heavenly-bamboos 0.
|
| 115 |
-
agaves 0.
|
| 116 |
-
pears 0.
|
| 117 |
-
dudleyas 0.
|
| 118 |
-
pachypodiums 0.
|
| 119 |
-
mockoranges 0.
|
| 120 |
-
asters 0.
|
| 121 |
geraniums 0.9558 0.9636 0.9597 247
|
| 122 |
mammillarias 0.9300 0.9676 0.9484 247
|
| 123 |
-
cucumbers 1.0000 0.
|
| 124 |
-
veronicas 0.
|
| 125 |
turnips 0.0000 0.0000 0.0000 247
|
| 126 |
-
peppers 0.
|
| 127 |
-
hardyhibiscuses
|
| 128 |
-
morning-glories 0.
|
| 129 |
-
gardenias 0.
|
| 130 |
-
ribes 0.
|
| 131 |
-
loniceras 0.
|
| 132 |
-
eggplants 0.
|
| 133 |
-
hostas 0.
|
| 134 |
-
chlorophytums 0.
|
| 135 |
-
chives 0.
|
| 136 |
-
tomatoes 0.
|
| 137 |
-
lilacs 1.0000 0.
|
| 138 |
-
leeks 0.0000 0.0000 0.0000
|
| 139 |
-
shastadaisies 0.
|
| 140 |
-
apricots 1.0000 0.
|
| 141 |
-
apples 0.
|
| 142 |
-
strawberries 0.
|
| 143 |
-
salvias 0.
|
| 144 |
-
sedums 0.
|
| 145 |
-
corn 0.
|
| 146 |
-
daylilies 1.0000 0.
|
| 147 |
-
figs 0.
|
| 148 |
-
dahlias 0.
|
| 149 |
-
sweetpotatoes 0.
|
| 150 |
|
| 151 |
-
accuracy 0.
|
| 152 |
-
macro avg 0.
|
| 153 |
-
weighted avg 0.
|
| 154 |
```
|
|
|
|
| 8 |
|
| 9 |
See https://www.kaggle.com/code/dima806/flower-groups-image-detection-vit for more details.
|
| 10 |
|
| 11 |
+

|
| 12 |
+
|
| 13 |
```
|
| 14 |
Classification report:
|
| 15 |
|
| 16 |
precision recall f1-score support
|
| 17 |
|
| 18 |
tarragon 0.0000 0.0000 0.0000 247
|
| 19 |
+
blanketflowers 0.9872 0.9390 0.9625 246
|
| 20 |
+
coralbells 0.8778 0.9595 0.9168 247
|
| 21 |
+
tulips 0.9867 0.9028 0.9429 247
|
| 22 |
+
daffodils 0.8683 0.9879 0.9242 247
|
| 23 |
+
peas 0.8935 0.9514 0.9216 247
|
| 24 |
+
garlic 0.0000 0.0000 0.0000 247
|
| 25 |
+
sunroots 1.0000 0.0445 0.0853 247
|
| 26 |
+
milkweed 0.8241 0.9676 0.8901 247
|
| 27 |
+
celery 0.0000 0.0000 0.0000 247
|
| 28 |
+
dill 0.5206 0.9756 0.6789 246
|
| 29 |
+
phlox 0.9157 0.9676 0.9409 247
|
| 30 |
+
peonies 0.5644 0.9797 0.7162 246
|
| 31 |
+
coneflowers 0.9680 0.9798 0.9738 247
|
| 32 |
+
beets 0.7428 0.8333 0.7854 246
|
| 33 |
+
beans 0.8764 0.9757 0.9234 247
|
| 34 |
+
onions 0.2963 0.9069 0.4467 247
|
| 35 |
+
bellflowers 0.9828 0.9271 0.9542 247
|
| 36 |
+
delphiniums 0.9863 0.8745 0.9270 247
|
| 37 |
+
oleanders 0.9757 0.9757 0.9757 247
|
| 38 |
+
roseofsharon 0.9792 0.3806 0.5481 247
|
| 39 |
+
cantaloupes 0.9603 0.5870 0.7286 247
|
| 40 |
+
deadnettles 0.9729 0.8704 0.9188 247
|
| 41 |
+
viburnums 0.5867 0.8907 0.7074 247
|
| 42 |
+
dianthus 0.8333 0.9514 0.8885 247
|
| 43 |
+
peaches 0.9138 0.6437 0.7553 247
|
| 44 |
+
aloes 0.7346 0.9636 0.8336 247
|
| 45 |
+
parsley 0.3286 0.9352 0.4863 247
|
| 46 |
+
penstemon 0.9554 0.8664 0.9087 247
|
| 47 |
+
thyme 0.6908 0.9676 0.8061 247
|
| 48 |
+
citrus 0.8486 0.8623 0.8554 247
|
| 49 |
+
bleeding-hearts 0.9634 0.9595 0.9615 247
|
| 50 |
+
dogwoods 0.5735 0.9474 0.7145 247
|
| 51 |
+
black-eyed-susans 0.5433 0.9393 0.6884 247
|
| 52 |
+
petunias 0.9708 0.9472 0.9588 246
|
| 53 |
jujubes 0.0000 0.0000 0.0000 247
|
| 54 |
+
arborvitaes 0.8857 0.8785 0.8821 247
|
| 55 |
+
lilies 0.9487 0.8988 0.9231 247
|
| 56 |
+
crinums 0.8235 0.8537 0.8383 246
|
| 57 |
+
catmints 0.6167 0.8664 0.7205 247
|
| 58 |
+
astilbe 0.9442 0.9595 0.9518 247
|
| 59 |
+
beautyberries 0.7365 0.8862 0.8044 246
|
| 60 |
+
beebalms 0.8540 0.9474 0.8983 247
|
| 61 |
+
foxgloves 0.9912 0.9187 0.9536 246
|
| 62 |
+
gladiolus 0.8980 0.8943 0.8961 246
|
| 63 |
+
plums 0.9153 0.4372 0.5918 247
|
| 64 |
+
vitis 1.0000 0.5830 0.7366 247
|
| 65 |
+
ninebarks 1.0000 0.0364 0.0703 247
|
| 66 |
+
lettuces 0.8291 0.9231 0.8736 247
|
| 67 |
+
poppies 0.9679 0.9757 0.9718 247
|
| 68 |
+
smoketrees 0.9614 0.9106 0.9353 246
|
| 69 |
+
irises 1.0000 0.9960 0.9980 247
|
| 70 |
+
cilantro 0.8750 0.0850 0.1550 247
|
| 71 |
+
artichokes 1.0000 0.7976 0.8874 247
|
| 72 |
+
lambsears 0.5811 0.7976 0.6724 247
|
| 73 |
+
butterworts 0.9184 0.1822 0.3041 247
|
| 74 |
+
babysbreath 1.0000 0.2105 0.3478 247
|
| 75 |
+
cucurbits 0.5481 0.9919 0.7061 247
|
| 76 |
+
plumerias 0.7993 0.9028 0.8479 247
|
| 77 |
+
liatris 0.9762 0.8300 0.8972 247
|
| 78 |
+
carrots 0.5924 0.5061 0.5459 247
|
| 79 |
+
crepe-myrtles 0.9583 0.9312 0.9446 247
|
| 80 |
+
oregano 0.5390 0.3077 0.3918 247
|
| 81 |
+
ilex 0.5415 0.9514 0.6902 247
|
| 82 |
+
butterflybushes 0.9624 0.8333 0.8932 246
|
| 83 |
+
sage 0.5562 0.4008 0.4659 247
|
| 84 |
+
baptisia 0.9749 0.7854 0.8700 247
|
| 85 |
+
sempervivum 0.9956 0.9069 0.9492 247
|
| 86 |
+
asparagus 0.8587 0.3211 0.4675 246
|
| 87 |
+
radishes 0.4852 0.7287 0.5825 247
|
| 88 |
+
parsnips 1.0000 0.1174 0.2101 247
|
| 89 |
+
hibiscus 0.4440 0.9675 0.6087 246
|
| 90 |
+
rhododendrons 0.8618 0.9595 0.9080 247
|
| 91 |
+
potatoes 1.0000 0.4291 0.6006 247
|
| 92 |
+
hydrangeas 0.9545 0.9352 0.9448 247
|
| 93 |
+
swisschard 0.8247 0.9717 0.8922 247
|
| 94 |
+
cannas 0.9323 0.9512 0.9416 246
|
| 95 |
+
brassicas 0.6656 0.8496 0.7464 246
|
| 96 |
+
rubus 0.8957 0.8374 0.8655 246
|
| 97 |
+
columbines 0.9753 0.9595 0.9673 247
|
| 98 |
+
echeverias 0.6287 0.9393 0.7532 247
|
| 99 |
+
okra 0.9904 0.8381 0.9079 247
|
| 100 |
+
aeoniums 0.5178 0.9433 0.6686 247
|
| 101 |
+
yarrows 0.6838 0.9717 0.8027 247
|
| 102 |
+
roses 0.9960 1.0000 0.9980 246
|
| 103 |
+
basil 0.6484 0.9555 0.7725 247
|
| 104 |
+
spiraeas 0.5676 0.9514 0.7110 247
|
| 105 |
+
caladiums 0.7695 0.9595 0.8541 247
|
| 106 |
+
spinach 0.9241 0.2967 0.4492 246
|
| 107 |
+
wisterias 0.9342 0.8623 0.8968 247
|
| 108 |
+
cherries 1.0000 0.2154 0.3545 246
|
| 109 |
+
marjoram 1.0000 0.3360 0.5030 247
|
| 110 |
+
hyacinths 0.9563 0.9757 0.9659 247
|
| 111 |
+
rhubarbs 0.9815 0.8618 0.9177 246
|
| 112 |
+
tickseeds 0.8730 0.8623 0.8676 247
|
| 113 |
+
perovskia 0.8333 0.5263 0.6452 247
|
| 114 |
+
crocus 0.9796 0.9717 0.9756 247
|
| 115 |
+
mints 0.6188 0.9595 0.7524 247
|
| 116 |
+
heavenly-bamboos 0.9401 0.8259 0.8793 247
|
| 117 |
+
agaves 0.9134 0.8543 0.8828 247
|
| 118 |
+
pears 0.3167 0.4372 0.3673 247
|
| 119 |
+
dudleyas 0.7806 0.4919 0.6035 246
|
| 120 |
+
pachypodiums 0.8623 0.5854 0.6973 246
|
| 121 |
+
mockoranges 0.9876 0.9636 0.9754 247
|
| 122 |
+
asters 0.9792 0.9553 0.9671 246
|
| 123 |
geraniums 0.9558 0.9636 0.9597 247
|
| 124 |
mammillarias 0.9300 0.9676 0.9484 247
|
| 125 |
+
cucumbers 1.0000 0.6437 0.7833 247
|
| 126 |
+
veronicas 0.9711 0.9514 0.9611 247
|
| 127 |
turnips 0.0000 0.0000 0.0000 247
|
| 128 |
+
peppers 0.8059 0.9919 0.8893 247
|
| 129 |
+
hardyhibiscuses 0.9916 0.4777 0.6448 247
|
| 130 |
+
morning-glories 0.8481 0.9756 0.9074 246
|
| 131 |
+
gardenias 0.9865 0.8866 0.9339 247
|
| 132 |
+
ribes 0.9837 0.7328 0.8399 247
|
| 133 |
+
loniceras 0.9465 0.9312 0.9388 247
|
| 134 |
+
eggplants 0.9797 0.9757 0.9777 247
|
| 135 |
+
hostas 0.7609 0.9959 0.8627 246
|
| 136 |
+
chlorophytums 0.9869 0.6113 0.7550 247
|
| 137 |
+
chives 0.6948 0.9676 0.8088 247
|
| 138 |
+
tomatoes 0.6497 0.9312 0.7654 247
|
| 139 |
+
lilacs 1.0000 0.9393 0.9687 247
|
| 140 |
+
leeks 0.0000 0.0000 0.0000 247
|
| 141 |
+
shastadaisies 0.9872 0.9352 0.9605 247
|
| 142 |
+
apricots 1.0000 0.5789 0.7333 247
|
| 143 |
+
apples 0.3736 0.9393 0.5346 247
|
| 144 |
+
strawberries 0.8958 0.9393 0.9170 247
|
| 145 |
+
salvias 0.4403 0.9555 0.6028 247
|
| 146 |
+
sedums 0.7219 0.9352 0.8148 247
|
| 147 |
+
corn 0.8835 0.8907 0.8871 247
|
| 148 |
+
daylilies 1.0000 0.9959 0.9980 246
|
| 149 |
+
figs 0.9833 0.9555 0.9692 247
|
| 150 |
+
dahlias 0.9755 0.9676 0.9715 247
|
| 151 |
+
sweetpotatoes 0.7379 0.9231 0.8201 247
|
| 152 |
|
| 153 |
+
accuracy 0.7744 33072
|
| 154 |
+
macro avg 0.8014 0.7744 0.7492 33072
|
| 155 |
+
weighted avg 0.8013 0.7744 0.7492 33072
|
| 156 |
```
|