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Initial commit
Browse files- .gitignore +1 -0
- VPR image similarity search/gallary_embedding/feature_vectors_gallery.npy +3 -0
- app.py +63 -0
- examples/glass1.jpg +0 -0
- examples/glass2.jpg +0 -0
- examples/glass3.jpg +0 -0
- gallery.csv +1068 -0
- model.ipynb +0 -0
- requirements.txt +8 -0
- similarity_search.py +115 -0
.gitignore
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model1.pt
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VPR image similarity search/gallary_embedding/feature_vectors_gallery.npy
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version https://git-lfs.github.com/spec/v1
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oid sha256:80703649997c988101d8eee6152c158e33f6d30cb761e3e9ee2eaf0b8b44940f
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size 4370560
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app.py
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import os
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import similarity_search
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import gradio as gr
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# Path to the directory containing similar images
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# similar_images_dir = ".\gallery"
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# def read_image(image_file):
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# img = cv2.imread(
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# image_file, cv2.IMREAD_COLOR | cv2.IMREAD_IGNORE_ORIENTATION
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# )
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# img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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# if img is None:
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# raise ValueError('Failed to read {}'.format(image_file))
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# return img
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def get_similar_images(image):
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similar_image_ids = similarity_search.find(image)
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return similar_image_ids
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# def get_image_paths(prod_ids):
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# csv_path = './gallery.csv' # Replace with the actual path
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# data = pd.read_csv(csv_path)
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# image_paths = []
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# for i, prod_id in enumerate(prod_ids):
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# row = data[data['seller_img_id'] == prod_id]
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# if not row.empty:
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# image_path = './' + row.iloc[0]['img_path']
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# print(image_path)
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# image_paths.append(image_path)
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# return image_paths
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def predict(image):
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similar_image_ids = get_similar_images(image)
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return similar_image_ids
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# Create title, description and article strings
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title = "Visual Product Recognition"
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description = "A model to find the similar images in the e-commerce platform"
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article = "Created by Thenujan Nagaratnam for Data Science Project at UoM"
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# Create examples list from "examples/" directory
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example_list = [["examples/" + example] for example in os.listdir("examples")]
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# Create the Gradio demo
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demo = gr.Interface(fn=predict, # mapping function from input to output
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inputs=gr.Image(type="pil"), # what are the inputs?
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outputs=gr.Label(type="text"),
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examples=example_list,
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title=title,
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description=description,
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article=article)
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# Launch the demo!
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demo.launch()
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examples/glass1.jpg
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examples/glass2.jpg
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examples/glass3.jpg
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gallery.csv
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| 1 |
+
seller_img_id,img_path,product_id
|
| 2 |
+
0,gallery/ambitious-tough-teal-from-asgard.jpg,5019
|
| 3 |
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1,gallery/fine-shrewd-oarfish-of-genius.jpg,5008
|
| 4 |
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2,gallery/bold-nickel-gecko-of-reputation.jpg,9
|
| 5 |
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3,gallery/marvellous-uber-boobook-of-lightning.jpg,3589
|
| 6 |
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4,gallery/bouncy-economic-agama-of-honeydew.jpg,3656
|
| 7 |
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5,gallery/enigmatic-masked-dragonfly-of-might.jpg,4968
|
| 8 |
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6,gallery/muscular-rose-booby-of-examination.jpg,22
|
| 9 |
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7,gallery/intelligent-swallow-of-incredible-aurora.jpg,5179
|
| 10 |
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8,gallery/famous-thankful-partridge-of-control.jpg,3505
|
| 11 |
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9,gallery/wooden-slim-penguin-of-defense.jpg,4952
|
| 12 |
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10,gallery/benevolent-roaring-whale-of-awe.jpg,5178
|
| 13 |
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11,gallery/abiding-debonair-viper-of-downpour.jpg,5217
|
| 14 |
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12,gallery/refreshing-amethyst-dolphin-of-effort.jpg,5071
|
| 15 |
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13,gallery/dramatic-olivine-silkworm-of-radiance.jpg,3659
|
| 16 |
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14,gallery/happy-silver-agouti-of-ecstasy.jpg,3673
|
| 17 |
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15,gallery/meteoric-bright-cassowary-of-bliss.jpg,3473
|
| 18 |
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16,gallery/first-clay-mule-of-aurora.jpg,5118
|
| 19 |
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17,gallery/burrowing-carmine-shrew-of-growth.jpg,4969
|
| 20 |
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18,gallery/loose-fluffy-pelican-of-support.jpg,76
|
| 21 |
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19,gallery/fearless-cherry-sawfly-of-sunshine.jpg,3482
|
| 22 |
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20,gallery/glaring-masterful-polecat-of-promotion.jpg,3702
|
| 23 |
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21,gallery/straight-nimble-elephant-of-aptitude.jpg,5125
|
| 24 |
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22,gallery/unique-sweet-hyena-of-control.jpg,5129
|
| 25 |
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23,gallery/tall-modest-chupacabra-of-domination.jpg,5353
|
| 26 |
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24,gallery/flawless-orchid-pig-of-tranquility.jpg,3511
|
| 27 |
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25,gallery/perky-mutant-dachshund-of-witchcraft.jpg,5330
|
| 28 |
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26,gallery/nimble-hummingbird-of-abstract-defiance.jpg,3498
|
| 29 |
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27,gallery/radiant-tuscan-gazelle-of-fragrance.jpg,5214
|
| 30 |
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28,gallery/translucent-silky-sidewinder-of-fascination.jpg,68
|
| 31 |
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29,gallery/mellow-cuddly-pig-of-stamina.jpg,5279
|
| 32 |
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30,gallery/jumping-holistic-dove-of-resistance.jpg,5141
|
| 33 |
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31,gallery/didactic-fat-leopard-of-politeness.jpg,5187
|
| 34 |
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32,gallery/rainbow-proficient-dragonfly-of-attraction.jpg,3569
|
| 35 |
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33,gallery/poetic-fair-quail-of-upgrade.jpg,3652
|
| 36 |
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34,gallery/zealous-prophetic-manatee-from-arcadia.jpg,3594
|
| 37 |
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35,gallery/complex-zealous-reindeer-of-fantasy.jpg,5082
|
| 38 |
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36,gallery/stylish-dynamic-basilisk-of-grandeur.jpg,3605
|
| 39 |
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37,gallery/delicate-steel-lizard-of-painting.jpg,36
|
| 40 |
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38,gallery/kickass-auspicious-lori-of-persistence.jpg,3674
|
| 41 |
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39,gallery/sceptical-cautious-ibex-of-radiance.jpg,28
|
| 42 |
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40,gallery/righteous-quiet-ocelot-of-tornado.jpg,5031
|
| 43 |
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41,gallery/shaggy-petrel-of-mysterious-calibration.jpg,5304
|
| 44 |
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42,gallery/quirky-hasty-teal-of-destiny.jpg,3467
|
| 45 |
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43,gallery/translucent-quiet-raptor-of-joy.jpg,5350
|
| 46 |
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44,gallery/convivial-acrid-chicken-of-love.jpg,5022
|
| 47 |
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45,gallery/woodoo-tidy-viper-of-tenacity.jpg,4967
|
| 48 |
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46,gallery/airborne-skinny-herring-of-action.jpg,4991
|
| 49 |
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47,gallery/nonchalant-sandy-baboon-of-saturation.jpg,5014
|
| 50 |
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48,gallery/antique-papaya-donkey-of-security.jpg,3553
|
| 51 |
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49,gallery/aloof-precise-cat-of-fury.jpg,5323
|
| 52 |
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50,gallery/quantum-hairy-donkey-of-courage.jpg,14
|
| 53 |
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51,gallery/naughty-amazing-dragon-of-potency.jpg,5024
|
| 54 |
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52,gallery/inquisitive-passionate-tody-of-fruition.jpg,5075
|
| 55 |
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53,gallery/rational-just-bullmastiff-from-eldorado.jpg,3598
|
| 56 |
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54,gallery/delicate-merry-marten-of-emphasis.jpg,5090
|
| 57 |
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55,gallery/stimulating-careful-agama-from-camelot.jpg,5316
|
| 58 |
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56,gallery/urban-original-malamute-of-revolution.jpg,5321
|
| 59 |
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57,gallery/deft-original-gibbon-of-blizzard.jpg,5316
|
| 60 |
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58,gallery/tentacled-lyrical-raptor-of-beauty.jpg,4978
|
| 61 |
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59,gallery/fast-wapiti-of-unearthly-patience.jpg,3624
|
| 62 |
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60,gallery/certain-hilarious-beaver-of-flowers.jpg,4992
|
| 63 |
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61,gallery/mindful-transparent-penguin-of-prosperity.jpg,3583
|
| 64 |
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62,gallery/quaint-tangerine-penguin-from-hyperborea.jpg,5250
|
| 65 |
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63,gallery/archetypal-magnetic-chachalaca-of-awe.jpg,3703
|
| 66 |
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64,gallery/convivial-ubiquitous-serval-of-tranquility.jpg,38
|
| 67 |
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65,gallery/imported-bug-of-immense-superiority.jpg,5085
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| 68 |
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66,gallery/olive-dodo-of-nonconcrete-aurora.jpg,3558
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| 69 |
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67,gallery/alluring-quiet-peacock-of-renovation.jpg,5008
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| 70 |
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68,gallery/spiritual-imposing-snail-of-potency.jpg,3559
|
| 71 |
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69,gallery/cautious-adamant-termite-of-diversity.jpg,3590
|
| 72 |
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70,gallery/discreet-strict-reindeer-of-domination.jpg,4990
|
| 73 |
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71,gallery/hypersonic-speedy-nyala-of-judgment.jpg,5162
|
| 74 |
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72,gallery/optimal-russet-clam-of-atheism.jpg,5020
|
| 75 |
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73,gallery/functional-urban-panda-from-hyperborea.jpg,3701
|
| 76 |
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74,gallery/nocturnal-mule-of-therapeutic-proficiency.jpg,5230
|
| 77 |
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75,gallery/impartial-almond-saluki-of-tempest.jpg,5296
|
| 78 |
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76,gallery/piquant-impossible-tarsier-of-anger.jpg,3686
|
| 79 |
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77,gallery/industrious-garnet-guppy-from-pluto.jpg,5283
|
| 80 |
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78,gallery/tidy-mammoth-of-classic-success.jpg,5025
|
| 81 |
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79,gallery/big-nifty-falcon-of-acceptance.jpg,3542
|
| 82 |
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80,gallery/uncovered-utopian-whale-of-love.jpg,5180
|
| 83 |
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81,gallery/visionary-qualified-starling-of-wind.jpg,5326
|
| 84 |
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82,gallery/loose-manatee-of-astonishing-karma.jpg,3470
|
| 85 |
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83,gallery/uncovered-coral-dormouse-of-energy.jpg,5207
|
| 86 |
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84,gallery/diligent-imaginary-marten-of-foundation.jpg,5031
|
| 87 |
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85,gallery/wild-daft-lorikeet-of-infinity.jpg,5269
|
| 88 |
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86,gallery/invisible-brainy-earwig-of-amplitude.jpg,5325
|
| 89 |
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87,gallery/gigantic-glaring-ammonite-of-lightning.jpg,3535
|
| 90 |
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88,gallery/fresh-smiling-slug-of-hail.jpg,48
|
| 91 |
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89,gallery/lyrical-rare-rottweiler-of-speed.jpg,5061
|
| 92 |
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90,gallery/hypnotic-funky-bustard-of-imagination.jpg,5237
|
| 93 |
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91,gallery/congenial-diligent-galago-of-exercise.jpg,5059
|
| 94 |
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92,gallery/free-ludicrous-sparrow-of-satiation.jpg,3696
|
| 95 |
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93,gallery/big-quantum-rabbit-of-acumen.jpg,5003
|
| 96 |
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94,gallery/bronze-koala-of-striking-gallantry.jpg,5254
|
| 97 |
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95,gallery/vigorous-flawless-lyrebird-from-asgard.jpg,5109
|
| 98 |
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96,gallery/dashing-golden-weasel-of-sorcery.jpg,45
|
| 99 |
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97,gallery/loutish-gabby-dalmatian-of-promotion.jpg,5176
|
| 100 |
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98,gallery/weightless-strict-wildebeest-of-politeness.jpg,3575
|
| 101 |
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99,gallery/voracious-masked-bird-of-perfection.jpg,3660
|
| 102 |
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100,gallery/crystal-ginger-dodo-of-intensity.jpg,5046
|
| 103 |
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101,gallery/big-bittern-of-fortunate-security.jpg,15
|
| 104 |
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102,gallery/terrestrial-bulky-hummingbird-of-economy.jpg,5047
|
| 105 |
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103,gallery/loud-rugged-leech-of-pluck.jpg,3678
|
| 106 |
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104,gallery/discreet-opalescent-bee-of-acceptance.jpg,3662
|
| 107 |
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105,gallery/observant-pronghorn-of-major-realization.jpg,3642
|
| 108 |
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106,gallery/tireless-hungry-nightingale-of-pizza.jpg,68
|
| 109 |
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107,gallery/quiet-fragrant-mussel-of-anger.jpg,5335
|
| 110 |
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108,gallery/resourceful-industrious-sturgeon-of-swiftness.jpg,5185
|
| 111 |
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109,gallery/watchful-artichoke-walrus-of-growth.jpg,3654
|
| 112 |
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110,gallery/orthodox-succinct-chachalaca-of-freedom.jpg,3616
|
| 113 |
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111,gallery/archetypal-antique-cougar-of-assurance.jpg,3533
|
| 114 |
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112,gallery/meteoric-skylark-of-serious-expression.jpg,5023
|
| 115 |
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113,gallery/funky-eggplant-seagull-of-bliss.jpg,3681
|
| 116 |
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114,gallery/psychedelic-important-bullfrog-of-dignity.jpg,5257
|
| 117 |
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115,gallery/quantum-tuscan-partridge-from-valhalla.jpg,5113
|
| 118 |
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116,gallery/accelerated-enthusiastic-pegasus-of-attraction.jpg,5051
|
| 119 |
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117,gallery/stalwart-orchid-mastodon-of-perspective.jpg,5024
|
| 120 |
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118,gallery/able-smoky-echidna-of-discourse.jpg,54
|
| 121 |
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119,gallery/kickass-bullfinch-of-eternal-defiance.jpg,3492
|
| 122 |
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120,gallery/incredible-important-boa-of-teaching.jpg,3536
|
| 123 |
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121,gallery/meticulous-platinum-pig-of-admiration.jpg,3469
|
| 124 |
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122,gallery/clay-wren-of-unmatched-finesse.jpg,67
|
| 125 |
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123,gallery/prudent-straight-wallaby-of-criticism.jpg,5225
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| 1027 |
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1025,gallery/abstract-maize-cuscus-of-growth.jpg,3703
|
| 1028 |
+
1026,gallery/gabby-denim-boa-of-eternity.jpg,3471
|
| 1029 |
+
1027,gallery/slim-ruby-parakeet-of-tact.jpg,3587
|
| 1030 |
+
1028,gallery/fearless-truthful-tench-from-lemuria.jpg,3629
|
| 1031 |
+
1029,gallery/annoying-ringtail-of-delightful-enhancement.jpg,5139
|
| 1032 |
+
1030,gallery/serious-rousing-wombat-of-foundation.jpg,3580
|
| 1033 |
+
1031,gallery/ebony-potoo-of-stimulating-certainty.jpg,5051
|
| 1034 |
+
1032,gallery/magic-aloof-stallion-of-fortitude.jpg,3549
|
| 1035 |
+
1033,gallery/calm-aquatic-bullmastiff-of-typhoon.jpg,5197
|
| 1036 |
+
1034,gallery/congenial-amusing-hummingbird-of-promise.jpg,3585
|
| 1037 |
+
1035,gallery/pretty-honored-elk-of-endurance.jpg,3475
|
| 1038 |
+
1036,gallery/economic-penguin-of-sexy-admiration.jpg,3637
|
| 1039 |
+
1037,gallery/diligent-fearless-buzzard-of-kindness.jpg,3501
|
| 1040 |
+
1038,gallery/majestic-fluffy-gaur-of-criticism.jpg,5258
|
| 1041 |
+
1039,gallery/intelligent-fuzzy-kestrel-from-arcadia.jpg,3576
|
| 1042 |
+
1040,gallery/refined-mutant-falcon-of-brotherhood.jpg,3608
|
| 1043 |
+
1041,gallery/slim-polar-mustang-of-mastery.jpg,23
|
| 1044 |
+
1042,gallery/spiffy-giga-pogona-of-management.jpg,3502
|
| 1045 |
+
1043,gallery/hysterical-wondrous-caracara-of-domination.jpg,5338
|
| 1046 |
+
1044,gallery/robust-illustrious-tody-of-enterprise.jpg,5242
|
| 1047 |
+
1045,gallery/economic-piquant-booby-of-proficiency.jpg,5142
|
| 1048 |
+
1046,gallery/stirring-arrogant-cockatoo-from-valhalla.jpg,1
|
| 1049 |
+
1047,gallery/invisible-almond-cat-of-novelty.jpg,4965
|
| 1050 |
+
1048,gallery/spiked-tough-jackal-of-fragrance.jpg,5001
|
| 1051 |
+
1049,gallery/beautiful-gray-bandicoot.jpg,3616
|
| 1052 |
+
1050,gallery/fragrant-falcon-of-ultimate-fortitude.jpg,5052
|
| 1053 |
+
1051,gallery/arrogant-viridian-unicorn-of-joviality.jpg,3674
|
| 1054 |
+
1052,gallery/exotic-garnet-marmot-of-conversion.jpg,5218
|
| 1055 |
+
1053,gallery/poetic-exotic-nightingale-of-finesse.jpg,3650
|
| 1056 |
+
1054,gallery/frisky-honored-porpoise-of-culture.jpg,5330
|
| 1057 |
+
1055,gallery/tentacled-amaranth-tench-of-correction.jpg,77
|
| 1058 |
+
1056,gallery/bright-wondrous-ant-of-glory.jpg,55
|
| 1059 |
+
1057,gallery/laughing-green-bee-of-tranquility.jpg,3645
|
| 1060 |
+
1058,gallery/imported-venomous-guan-of-realization.jpg,67
|
| 1061 |
+
1059,gallery/large-cute-cricket-of-drizzle.jpg,3631
|
| 1062 |
+
1060,gallery/handsome-curious-caribou-of-assurance.jpg,5227
|
| 1063 |
+
1061,gallery/large-papaya-boa-of-camouflage.jpg,4980
|
| 1064 |
+
1062,gallery/quartz-aardwark-of-silent-strength.jpg,5166
|
| 1065 |
+
1063,gallery/clever-armored-swine-of-vitality.jpg,5297
|
| 1066 |
+
1064,gallery/psychedelic-nonchalant-clam-from-jupiter.jpg,5202
|
| 1067 |
+
1065,gallery/acrid-vivacious-skink-of-happiness.jpg,3574
|
| 1068 |
+
1066,gallery/electric-pink-chicken-of-tolerance.jpg,5270
|
model.ipynb
ADDED
|
File without changes
|
requirements.txt
ADDED
|
@@ -0,0 +1,8 @@
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|
| 1 |
+
altair
|
| 2 |
+
pandas
|
| 3 |
+
streamlit
|
| 4 |
+
torch
|
| 5 |
+
torchvision
|
| 6 |
+
open-clip-torch
|
| 7 |
+
opencv-python
|
| 8 |
+
gradio
|
similarity_search.py
ADDED
|
@@ -0,0 +1,115 @@
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|
|
|
|
|
| 1 |
+
import numpy as np
|
| 2 |
+
import torch as th
|
| 3 |
+
import cv2
|
| 4 |
+
from PIL import Image
|
| 5 |
+
import time
|
| 6 |
+
import copy
|
| 7 |
+
import numpy as np
|
| 8 |
+
import open_clip
|
| 9 |
+
import torchvision.transforms as T
|
| 10 |
+
|
| 11 |
+
def calculate_l2_distances(query, gallery):
|
| 12 |
+
return np.linalg.norm(gallery - query, axis=1)
|
| 13 |
+
|
| 14 |
+
def get_k_nearest_neighbors(distances, k):
|
| 15 |
+
indices = np.argsort(distances)[:k]
|
| 16 |
+
return indices
|
| 17 |
+
|
| 18 |
+
def get_similarity_l2(embeddings_gallery, embeddings_query, k):
|
| 19 |
+
print('Processing indices...')
|
| 20 |
+
|
| 21 |
+
s = time.time()
|
| 22 |
+
|
| 23 |
+
scores = []
|
| 24 |
+
indices = []
|
| 25 |
+
|
| 26 |
+
for query in embeddings_query:
|
| 27 |
+
distances = calculate_l2_distances(query, embeddings_gallery)
|
| 28 |
+
nearest_indices = get_k_nearest_neighbors(distances, k)
|
| 29 |
+
scores.append(distances[nearest_indices])
|
| 30 |
+
indices.append(nearest_indices)
|
| 31 |
+
|
| 32 |
+
e = time.time()
|
| 33 |
+
|
| 34 |
+
print(f'Finished processing indices, took {e - s}s')
|
| 35 |
+
return np.array(scores), np.array(indices)
|
| 36 |
+
|
| 37 |
+
def get_transform():
|
| 38 |
+
transform = T.Compose([
|
| 39 |
+
T.Resize(
|
| 40 |
+
size=(224, 224),
|
| 41 |
+
interpolation=T.InterpolationMode.BICUBIC,
|
| 42 |
+
antialias=True),
|
| 43 |
+
T.ToTensor(),
|
| 44 |
+
T.Normalize(
|
| 45 |
+
mean=(0.48145466, 0.4578275, 0.40821073),
|
| 46 |
+
std=(0.26862954, 0.26130258, 0.27577711)
|
| 47 |
+
)
|
| 48 |
+
])
|
| 49 |
+
return transform
|
| 50 |
+
|
| 51 |
+
def convert_indices_to_labels(indices, labels):
|
| 52 |
+
indices_copy = copy.deepcopy(indices)
|
| 53 |
+
for row in indices_copy:
|
| 54 |
+
for j in range(len(row)):
|
| 55 |
+
row[j] = labels[row[j]]
|
| 56 |
+
return indices_copy
|
| 57 |
+
|
| 58 |
+
def read_image(image_file):
|
| 59 |
+
img = cv2.imread(
|
| 60 |
+
image_file, cv2.IMREAD_COLOR | cv2.IMREAD_IGNORE_ORIENTATION
|
| 61 |
+
)
|
| 62 |
+
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
|
| 63 |
+
if img is None:
|
| 64 |
+
raise ValueError('Failed to read {}'.format(image_file))
|
| 65 |
+
return img
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
def transform_img(image):
|
| 69 |
+
img = image
|
| 70 |
+
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
|
| 71 |
+
|
| 72 |
+
if isinstance(img, np.ndarray):
|
| 73 |
+
img = Image.fromarray(img)
|
| 74 |
+
|
| 75 |
+
transform = get_transform()
|
| 76 |
+
|
| 77 |
+
img = transform(img)
|
| 78 |
+
|
| 79 |
+
return img
|
| 80 |
+
|
| 81 |
+
@th.no_grad()
|
| 82 |
+
def get_feature_vector_img(model, imgs, epoch=10, use_cuda=False):
|
| 83 |
+
features = []
|
| 84 |
+
if use_cuda:
|
| 85 |
+
imgs = imgs.cuda()
|
| 86 |
+
x = (model(imgs)).detach().cpu().numpy().astype(np.float32) # .half()
|
| 87 |
+
features.append(x)
|
| 88 |
+
|
| 89 |
+
return np.concatenate(features, axis=0)
|
| 90 |
+
|
| 91 |
+
def Model():
|
| 92 |
+
backbone = open_clip.create_model_and_transforms('ViT-H-14', None)[0].visual
|
| 93 |
+
backbone.load_state_dict(th.load('https://huggingface.co/Thenujan/ViT-H-14/blob/main/model.bin')) # https://huggingface.co/hca97/aicrowd-visual-recognition-models/blob/main/model1.pt
|
| 94 |
+
backbone.eval() # Dropping unecessary layers
|
| 95 |
+
return backbone
|
| 96 |
+
|
| 97 |
+
def find(image):
|
| 98 |
+
|
| 99 |
+
image = transform_img(image)
|
| 100 |
+
|
| 101 |
+
image = image.unsqueeze(dim=0)
|
| 102 |
+
|
| 103 |
+
# print(image.shape)
|
| 104 |
+
|
| 105 |
+
feature_vectors_gallery = np.load('./VPR image similarity search/gallary_embedding/feature_vectors_gallery.npy')
|
| 106 |
+
|
| 107 |
+
model = Model()
|
| 108 |
+
|
| 109 |
+
feature_vectors_query = get_feature_vector_img(model, image, 1)
|
| 110 |
+
|
| 111 |
+
_, indices = get_similarity_l2(feature_vectors_gallery, feature_vectors_query, 1000)
|
| 112 |
+
|
| 113 |
+
indices = indices.tolist()
|
| 114 |
+
|
| 115 |
+
return indices
|