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food-nutrients

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Co-authored-by: Max Mathys <mmathys@users.noreply.huggingface.co>

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+ ---
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+ license: cc
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+ task_categories:
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+ - image-classification
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+ - feature-extraction
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+ - zero-shot-classification
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # Food Nutrients: A Macronutrients Dataset
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+
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+ `food_nutrients` is a dataset of visual and nutritional data for ~3k realistic plates of food captured from Google cafeterias using a custom scanning rig.
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+
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+ This dataset provides annotated pictures of food plates along with **calories**, **macronutrients** (fat, carbohydrate, protein) for the total plate and **for every ingredient** as well.
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+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/643803191ee0e43f14d6c073/bIy0hkka3XyXKBKebn8kI.jpeg)
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+
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+ | Column | Definition |
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+ |------------------|----------------------------------------------------------------------------------------------------------------|
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+ | `image` | a 640x640 top-down image from a realistic food plate in the Google cafeteria |
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+ | `id` | identifier of the sample |
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+ | `split` | the split of the sample, only `test` for now |
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+ | `ingredients` | a list of the different ingredients, with the mass (`grams`), `calories`, `fat`, `carb`, `protein` and `name`. |
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+ | `total_mass` | total calories of the plate |
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+ | `total_calories` | the total mass of the food on the plate |
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+ | `total_fat` | the total fat on the plate |
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+ | `total_carb` | total carbohydrates on the plate |
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+ | `total_protein` | total protein on the plate |
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+
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+ ## Source
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+
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+ This data was taken from Google Research's dataset [Nutrition5k](https://github.com/google-research-datasets/Nutrition5k). It's cleaned up and filtered, because this dataset had many issues such as missing images or missing calorie information for certain samples. That's why this dataset is a bit smaller than 5k samples.
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test/dish_1557862345.png ADDED

Git LFS Details

  • SHA256: 9bb881a94badc4b005a2f7eec9c7ae07871d7e085aa432abd6765d0a270dbefa
  • Pointer size: 131 Bytes
  • Size of remote file: 408 kB
test/dish_1557862696.png ADDED

Git LFS Details

  • SHA256: 5ff3788f8647a4b782ef46659777b9e28f0868f880b7b390236e99d222fddbe9
  • Pointer size: 131 Bytes
  • Size of remote file: 392 kB
test/dish_1557862738.png ADDED

Git LFS Details

  • SHA256: 1f9331d6ae9051da3b1520ec76a3378ab0fe4fb1c82f86cb4bcc2d5a650e9931
  • Pointer size: 131 Bytes
  • Size of remote file: 412 kB
test/dish_1557862783.png ADDED

Git LFS Details

  • SHA256: ee5cea71bf9ca69cf3af9d66d753a93f52e0569ab31dd0ace49050f7488ea7e3
  • Pointer size: 131 Bytes
  • Size of remote file: 472 kB
test/dish_1557862829.png ADDED

Git LFS Details

  • SHA256: f93f87ad420643d936ac0e54d34ff0fe450bc910d109c02841f24350356a8092
  • Pointer size: 131 Bytes
  • Size of remote file: 377 kB
test/dish_1557863012.png ADDED

Git LFS Details

  • SHA256: 8576dde0b5d781bc9ae291da164e4266ac6a87641d544c138dd1354946a8dcf0
  • Pointer size: 131 Bytes
  • Size of remote file: 415 kB
test/dish_1557863056.png ADDED

Git LFS Details

  • SHA256: 964698103d8cc36407b7cb827019006ac0fd448a3071acfebdd82e2fb5919c90
  • Pointer size: 131 Bytes
  • Size of remote file: 407 kB
test/dish_1557863104.png ADDED

Git LFS Details

  • SHA256: 59036240bdfbd53dfd9bc143fc6eebab39b12d314cbe9edd05783b0d4bd5f6df
  • Pointer size: 131 Bytes
  • Size of remote file: 402 kB
test/dish_1557863170.png ADDED

Git LFS Details

  • SHA256: faa5449e122ed86a8d30e6ca87d03438aaa3d27335d3f0091dbca3ddcf0823d4
  • Pointer size: 131 Bytes
  • Size of remote file: 438 kB
test/dish_1557936555.png ADDED

Git LFS Details

  • SHA256: 7d986c456513bde7383d5c3295ad68a021d7f32e91f8002f658b0e924981937a
  • Pointer size: 131 Bytes
  • Size of remote file: 410 kB
test/dish_1557936599.png ADDED

Git LFS Details

  • SHA256: 3400226ec39a69615efd4d6a31bc7c0f24954449fc93de671026ce691d523078
  • Pointer size: 131 Bytes
  • Size of remote file: 419 kB
test/dish_1557936645.png ADDED

Git LFS Details

  • SHA256: bc603ffc2b5c6b589e1d9e62268d7dc1768c883e984a50989f9b4a070c0951d0
  • Pointer size: 131 Bytes
  • Size of remote file: 389 kB
test/dish_1557937037.png ADDED

Git LFS Details

  • SHA256: bb207aaf0b53a483942fec832b0494686790f243f22518c3f95af058cfe2f312
  • Pointer size: 131 Bytes
  • Size of remote file: 386 kB
test/dish_1557937079.png ADDED

Git LFS Details

  • SHA256: 51b9b9da9418f96969a0860e5918e28e37e0c608a0898b85d8035f76c04ba2b4
  • Pointer size: 131 Bytes
  • Size of remote file: 399 kB
test/dish_1557937157.png ADDED

Git LFS Details

  • SHA256: ebeb8ee3a4390dd9bf4ee9d1ef9adfa037e163cc5f2d3c0a404b157cc553bcb3
  • Pointer size: 131 Bytes
  • Size of remote file: 487 kB
test/dish_1557937335.png ADDED

Git LFS Details

  • SHA256: 4a96b5bc6abe9707acd8aac1219508429cbb5ef2748009aa1d4bbb6e3f7ccaca
  • Pointer size: 131 Bytes
  • Size of remote file: 397 kB
test/dish_1557937427.png ADDED

Git LFS Details

  • SHA256: 5eb2818844b8e49bff8bcf50300711c246a1b4323b03369709f971f85d2d383a
  • Pointer size: 131 Bytes
  • Size of remote file: 384 kB
test/dish_1557937574.png ADDED

Git LFS Details

  • SHA256: 458bc43cd0b705c5376b9528643b6d6ea1af883f961fa58b35da18472fd4ff92
  • Pointer size: 131 Bytes
  • Size of remote file: 369 kB
test/dish_1557937615.png ADDED

Git LFS Details

  • SHA256: d0c026af8c82bfb38c87835d62ff0b38440c39d7765bed204f6854c069c19086
  • Pointer size: 131 Bytes
  • Size of remote file: 380 kB
test/dish_1557937715.png ADDED

Git LFS Details

  • SHA256: 3f70ffd2162eed88aed417333c45669e6d4148e17ac9cb900cd8930d7b13c304
  • Pointer size: 131 Bytes
  • Size of remote file: 372 kB
test/dish_1557937758.png ADDED

Git LFS Details

  • SHA256: ca8532a191382aec476a864ee3efedb5df752085d9170492f0d0058e43bcf16e
  • Pointer size: 131 Bytes
  • Size of remote file: 415 kB
test/dish_1558026623.png ADDED

Git LFS Details

  • SHA256: 46807ed058ea6d61a7ac58dd4c37d0a3e9c1d926bae82dff2a96d0595ad3f616
  • Pointer size: 131 Bytes
  • Size of remote file: 396 kB
test/dish_1558026684.png ADDED

Git LFS Details

  • SHA256: e2f2ce79e457f9f4847ae9527a931090b0b3094cbfbf547c72f8b8f7b0bcd348
  • Pointer size: 131 Bytes
  • Size of remote file: 406 kB
test/dish_1558026714.png ADDED

Git LFS Details

  • SHA256: 12c2c05a78c1371c841d9fe61fa33e1805e0a8ae407dfce5f4fbbc666ea5df9f
  • Pointer size: 131 Bytes
  • Size of remote file: 422 kB
test/dish_1558026756.png ADDED

Git LFS Details

  • SHA256: 853c3daa8f7141ac53e132111c3a3893c49456a60ccefa6a3fc52f74588c2c70
  • Pointer size: 131 Bytes
  • Size of remote file: 529 kB
test/dish_1558027001.png ADDED

Git LFS Details

  • SHA256: b4259f3b7991c21b27fa0cb22c25c2b3b43b43db99920b5139a8a62e4d6e5221
  • Pointer size: 131 Bytes
  • Size of remote file: 398 kB
test/dish_1558027057.png ADDED

Git LFS Details

  • SHA256: af0fe20ceb9eef850870344dbda4f1c27e614b11b41db5704aabe23f35b4309c
  • Pointer size: 131 Bytes
  • Size of remote file: 406 kB
test/dish_1558027164.png ADDED

Git LFS Details

  • SHA256: f57814df7cc28f2f97426521dd5bca3f9a31f6a640915855d72a3c688e6353c9
  • Pointer size: 131 Bytes
  • Size of remote file: 421 kB