diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000000000000000000000000000000000000..23cb9381bace9f96dc5d6b119cb66f63f3d5d67f --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,33 @@ +# How to Contribute + +We'd love to accept your patches and contributions to this project. + +## Before you begin + +### Sign our Contributor License Agreement + +Contributions to this project must be accompanied by a +[Contributor License Agreement](https://cla.developers.google.com/about) (CLA). +You (or your employer) retain the copyright to your contribution; this simply +gives us permission to use and redistribute your contributions as part of the +project. + +If you or your current employer have already signed the Google CLA (even if it +was for a different project), you probably don't need to do it again. + +Visit to see your current agreements or to +sign a new one. + +### Review our Community Guidelines + +This project follows +[Google's Open Source Community Guidelines](https://opensource.google/conduct/). + +## Contribution process + +### Code Reviews + +All submissions, including submissions by project members, require review. 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For the avoidance of doubt, this paragraph does not form part of the public licenses. +> +> Creative Commons may be contacted at creativecommons.org diff --git a/README.md b/README.md index b187bb7e7d837a367ccd0862441947ad412c77f7..ee90f225ac86d666e66c36d63685e400201c7a10 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,34 @@ ---- -license: cc-by-4.0 ---- +# DreamBooth Dataset +## DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation + +![teaser](docs/teaser_static.jpg) + +### [project page](https://dreambooth.github.io/) | [arxiv](https://arxiv.org/abs/2208.12242) + +This is the official repository for the dataset of the Google paper DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation. + +## Dataset + +The dataset includes 30 subjects of 15 different classes. 9 out of these subjects are live subjects (dogs and cats) and 21 are objects. The dataset contains a variable number of images per subject (4-6). Images of the subjects are usually captured in different conditions, environments and under different angles. + +We include a file dataset/prompts\_and\_classes.txt which contains all of the prompts used in the paper for live subjects and objects, as well as the class name used for the subjects. + +The images have either been captured by the paper authors, or sourced from www.unsplash.com + +The dataset/references\_and\_licenses.txt file contains a list of all the reference links to the images in www.unsplash.com - and attribution to the photographer, along with the license of the image. + +## Academic Citation + +If you use this work please cite: +``` +@inproceedings{ruiz2023dreambooth, + title={Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation}, + author={Ruiz, Nataniel and Li, Yuanzhen and Jampani, Varun and Pritch, Yael and Rubinstein, Michael and Aberman, Kfir}, + booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, + year={2023} +} +``` + +## Disclaimer + +This is not an officially supported Google product. diff --git a/dataset/backpack/00.jpg b/dataset/backpack/00.jpg new file mode 100644 index 0000000000000000000000000000000000000000..925d8daa41f4c46c22e74470988a6b8ea357efd1 --- /dev/null +++ b/dataset/backpack/00.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b9dfa6429a1b77eaea5f4b7bba59c4ac8a77d024d3c1bd4f76bf587cbaa25972 +size 99896 diff --git a/dataset/backpack/01.jpg b/dataset/backpack/01.jpg new file mode 100644 index 0000000000000000000000000000000000000000..98664d03c63bec4f54359cf74dd048af7cc3b758 --- /dev/null +++ b/dataset/backpack/01.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b1858423da8083f74eb966ffc9305487761f834044f70ae7584028227ae21cc +size 100223 diff --git a/dataset/backpack/02.jpg b/dataset/backpack/02.jpg new file mode 100644 index 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sha256:d220b03e2805270f6159bfb64bb01db3e029d0c6735ba89296ca934b3b07fcb1 +size 1537761 diff --git a/dataset/prompts_and_classes.txt b/dataset/prompts_and_classes.txt new file mode 100644 index 0000000000000000000000000000000000000000..ecf7fe84e031966d06a7b6191344dfce0237d1d9 --- /dev/null +++ b/dataset/prompts_and_classes.txt @@ -0,0 +1,95 @@ +Classes + +subject_name,class +backpack,backpack +backpack_dog,backpack +bear_plushie,stuffed animal +berry_bowl,bowl +can,can +candle,candle +cat,cat +cat2,cat +clock,clock +colorful_sneaker,sneaker +dog,dog +dog2,dog +dog3,dog +dog5,dog +dog6,dog +dog7,dog +dog8,dog +duck_toy,toy +fancy_boot,boot +grey_sloth_plushie,stuffed animal +monster_toy,toy +pink_sunglasses,glasses +poop_emoji,toy +rc_car,toy +red_cartoon,cartoon +robot_toy,toy +shiny_sneaker,sneaker +teapot,teapot +vase,vase +wolf_plushie,stuffed animal + +Prompts + +Object Prompts + +prompt_list = [ +'a {0} {1} in the jungle'.format(unique_token, class_token), +'a {0} {1} in the snow'.format(unique_token, class_token), +'a {0} {1} on the beach'.format(unique_token, class_token), +'a {0} {1} on a cobblestone street'.format(unique_token, class_token), +'a {0} {1} on top of pink fabric'.format(unique_token, class_token), +'a {0} {1} on top of a wooden floor'.format(unique_token, class_token), +'a {0} {1} with a city in the background'.format(unique_token, class_token), +'a {0} {1} with a mountain in the background'.format(unique_token, class_token), +'a {0} {1} with a blue house in the background'.format(unique_token, class_token), +'a {0} {1} on top of a purple rug in a forest'.format(unique_token, class_token), +'a {0} {1} with a wheat field in the background'.format(unique_token, class_token), +'a {0} {1} with a tree and autumn leaves in the background'.format(unique_token, class_token), +'a {0} {1} with the Eiffel Tower in the background'.format(unique_token, class_token), +'a {0} {1} floating on top of water'.format(unique_token, class_token), +'a {0} {1} floating in an ocean of milk'.format(unique_token, class_token), +'a {0} {1} on top of green grass with sunflowers around it'.format(unique_token, class_token), +'a {0} {1} on top of a mirror'.format(unique_token, class_token), +'a {0} {1} on top of the sidewalk in a crowded street'.format(unique_token, class_token), +'a {0} {1} on top of a dirt road'.format(unique_token, class_token), +'a {0} {1} on top of a white rug'.format(unique_token, class_token), +'a red {0} {1}'.format(unique_token, class_token), +'a purple {0} {1}'.format(unique_token, class_token), +'a shiny {0} {1}'.format(unique_token, class_token), +'a wet {0} {1}'.format(unique_token, class_token), +'a cube shaped {0} {1}'.format(unique_token, class_token) +] + +Live Subject Prompts + +prompt_list = [ +'a {0} {1} in the jungle'.format(unique_token, class_token), +'a {0} {1} in the snow'.format(unique_token, class_token), +'a {0} {1} on the beach'.format(unique_token, class_token), +'a {0} {1} on a cobblestone street'.format(unique_token, class_token), +'a {0} {1} on top of pink fabric'.format(unique_token, class_token), +'a {0} {1} on top of a wooden floor'.format(unique_token, class_token), +'a {0} {1} with a city in the background'.format(unique_token, class_token), +'a {0} {1} with a mountain in the background'.format(unique_token, class_token), +'a {0} {1} with a blue house in the background'.format(unique_token, class_token), +'a {0} {1} on top of a purple rug in a forest'.format(unique_token, class_token), +'a {0} {1} wearing a red hat'.format(unique_token, class_token), +'a {0} {1} wearing a santa hat'.format(unique_token, class_token), +'a {0} {1} wearing a rainbow scarf'.format(unique_token, class_token), +'a {0} {1} wearing a black top hat and a monocle'.format(unique_token, class_token), +'a {0} {1} in a chef outfit'.format(unique_token, class_token), +'a {0} {1} in a firefighter outfit'.format(unique_token, class_token), +'a {0} {1} in a police outfit'.format(unique_token, class_token), +'a {0} {1} wearing pink glasses'.format(unique_token, class_token), +'a {0} {1} wearing a yellow shirt'.format(unique_token, class_token), +'a {0} {1} in a purple wizard outfit'.format(unique_token, class_token), +'a red {0} {1}'.format(unique_token, class_token), +'a purple {0} {1}'.format(unique_token, class_token), +'a shiny {0} {1}'.format(unique_token, class_token), +'a wet {0} {1}'.format(unique_token, class_token), +'a cube shaped {0} {1}'.format(unique_token, class_token) +] diff --git a/dataset/rc_car/00.jpg b/dataset/rc_car/00.jpg new file mode 100644 index 0000000000000000000000000000000000000000..7eb1ef2cafb4680591cf8bb932b8cb4aa4385c76 --- /dev/null +++ b/dataset/rc_car/00.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba18333b2a47d96ddf5044fca0842ea8b9a5073dfc16f0b3eae2c84c78109289 +size 425563 diff --git a/dataset/rc_car/01.jpg b/dataset/rc_car/01.jpg new file mode 100644 index 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0000000000000000000000000000000000000000..11d49e97673ed16941bbf546ef6b043e601752e6 --- /dev/null +++ b/dataset/references_and_licenses.txt @@ -0,0 +1,190 @@ +DreamBooth Dataset - References and Licenses + +Owners: +Nataniel Ruiz, Yuanzhen Li, Varun Jampani, +Yael Pritch, Michael Rubiinstein, Kfir Aberman + +This document consolidates the sources of the images that appear in the DreamBooth dataset. The authors of the work collected some of the images, while the others are taken from the unsplash dataset (license can be found at the bottom of the page). + +backpack: +(credit: https://unsplash.com/@laurachouette) +00: https://unsplash.com/photos/McufHC16mNg +01: https://unsplash.com/photos/9w8FA2Wwe9s +02: https://unsplash.com/photos/KGq78h_aO2E +03: https://unsplash.com/photos/H4pgFraBoeg +04: https://unsplash.com/photos/vjGlgf0C7wI +05: https://unsplash.com/photos/kf3Fp1Hi7CY + +backpack_dog: Photos taken by Yuanzhen Li + +bear_plushie: Photos taken by Nataniel Ruiz + +berry_bowl: +(credit: https://unsplash.com/@laurachouette) +00: https://unsplash.com/photos/vpAu0_AgfGg +01: https://unsplash.com/photos/gj09-98Wg6Y +02: https://unsplash.com/photos/yGLAOAGtCJ4 +03: https://unsplash.com/photos/ZaoaxmSooBQ +04: https://unsplash.com/photos/B9vKuV5wW3U +05: https://unsplash.com/photos/3k-_Mll0sfg + +can: +(credit: https://unsplash.com/@zn35pjqq) +00: https://unsplash.com/photos/mMNKYx0QOoU +01: https://unsplash.com/photos/v_E6Xs4I5sY +02: https://unsplash.com/photos/0FMVEONcXD +03: https://unsplash.com/photos/NYglRJHuGG8 +04: https://unsplash.com/photos/ZjdyGugKVVA +05: https://unsplash.com/photos/IlW5nQdcjb0 + +candle: Photos taken by Nataniel Ruiz + +cat: +(credit: https://unsplash.com/@alvannee) +00: https://unsplash.com/photos/LaXCd-05C6A +01: https://unsplash.com/photos/9uMvphEhd_c +02: https://unsplash.com/photos/9uMvphEhd_c +03: Same as 03, but shifted +04: https://unsplash.com/photos/REXghNSlBnQ + +cat2: +(credit: https://unsplash.com/@milada_vigerova) +00: https://unsplash.com/photos/0TPAlZ87mzk +01: https://unsplash.com/photos/FWC9A4-jAHk +02: https://unsplash.com/photos/JLN0U5Rj0gg +03: https://unsplash.com/photos/7E9qvMOsZEM +04: https://unsplash.com/photos/BgRs4dzW4Js + +clock: +(credit: https://unsplash.com/@laurachouette) +00: https://unsplash.com/photos/yXJ1kuB87-I +01: https://unsplash.com/photos/coqq99Xyl5Q +02: https://unsplash.com/photos/vcb0zyfS758 +03: https://unsplash.com/photos/pxpw52_Cvsg +04: https://unsplash.com/photos/t6hNUc8vspA +05: https://unsplash.com/photos/ZivdrOQ70F4 + +colorful_sneaker: Photos taken by Nataniel Ruiz + +dog: +(credit: https://unsplash.com/@alvannee) +00: https://unsplash.com/photos/1N2N_MBXdk0 +01: https://unsplash.com/photos/NeRrOJJs1J8 +02: https://unsplash.com/photos/lvFlpqEvuRM +03: https://unsplash.com/photos/Qz3l8A2Vs9w +04: https://unsplash.com/photos/Qz3l8A2Vs9w + +dog2: +(credit: https://unsplash.com/@lukasz_rawa) +00: https://unsplash.com/photos/_XQGtxgfJoM +01: https://unsplash.com/photos/6gNjFIQiVMA +02: https://unsplash.com/photos/cGzwHEcTVQA +03: removed - author: https://unsplash.com/@lukasz_rawa +04: https://unsplash.com/photos/stqcemI22qo +05: removed - author: https://unsplash.com/@lukasz_rawa + +dog3: Photos by Yael Pritch + +dog5: +(credit: https://unsplash.com/@macrz) +00: https://unsplash.com/photos/_M0_XN1jCR4 +01: https://unsplash.com/photos/WEtBlBOTGoE +02: removed - author: https://unsplash.com/@macrz +03: 02 flipped +04: https://unsplash.com/photos/_CY2n3G5Ldw + +dog6: +(credit: https://unsplash.com/@alvannee) +00: https://unsplash.com/photos/Id1DBHv4fbg +01: https://unsplash.com/photos/eoqnr8ikwFE +02: https://unsplash.com/photos/brFsZ7qszSY +03: https://unsplash.com/photos/9M0tSjb-cpA +04: https://unsplash.com/photos/LHeDYF6az38 + +dog7: +(credit: https://unsplash.com/@o5ky) +00: https://unsplash.com/photos/iCFrewO723s +01: https://unsplash.com/photos/rWDGvEVX3ls +02: https://unsplash.com/photos/uPT0hIe-zxI +03: https://unsplash.com/photos/yihlaRCCvd4 +04: https://unsplash.com/photos/hJ9DI6tRWcQ + +dog8: +(credit: https://unsplash.com/@marslady) +00: https://unsplash.com/photos/02VF5KHny5g +01: https://unsplash.com/photos/DORi0W_afqk +02: https://unsplash.com/photos/E_YBgxDRVbM +03: https://unsplash.com/photos/h9h72wKRkHE +04: https://unsplash.com/photos/kU9NnI73MRg + +duck_toy: Photos taken by Nataniel Ruiz + +fancy_boot: Photos taken by Nataniel Ruiz + +grey_sloth_plushie: Photos taken by Nataniel Ruiz + +monster_toy: Photos taken by Varun Jampani + +pink_sunglasses: +(credit: https://unsplash.com/@laurachouette) +00: https://unsplash.com/photos/qwNGguHxtUQ +01: https://unsplash.com/photos/VgVvWHYwl3c +02: https://unsplash.com/photos/fmKN0MyGwM0 +03: https://unsplash.com/photos/s2E2xZ3W9sk +04: https://unsplash.com/photos/V7omo1FbNEM +05: https://unsplash.com/photos/fvOhi4nCMIo + +poop_emoji: Photos taken by Nataniel Ruiz + +rc_car: Photos taken by Varun Jampani + +red_cartoon: Art by Isabel Arduz (credit: https://www.instagram.com/estemonstruosonso/?hl=en) - all permission to distribute and modify secured. + +robot_toy: Photos taken by Varun Jampani + +shiny_sneaker: Photos taken by Nataniel Ruiz + +teapot: +(credit: https://unsplash.com/@oriento) +00: https://unsplash.com/photos/VloyvGLX_kU +01: https://unsplash.com/photos/9kk22G44kvg +02: https://unsplash.com/photos/z26H7EPwARg +03: https://unsplash.com/photos/_TVv5D0zX_g +04: https://unsplash.com/photos/nCejLxKmI80 + +vase: +(credit: https://unsplash.com/@oriento) +00: https://unsplash.com/photos/BIw9PSZnVps +01: https://unsplash.com/photos/j5JvgCa1uIk +02: https://unsplash.com/photos/lh7ZFoTtfi0 +03: https://unsplash.com/photos/BrE3gQE8lp8 +04: https://unsplash.com/photos/0dg-EfHgA8Q +05: https://unsplash.com/photos/pq5HmyY4_Os + +wolf_plushie: Photos taken by Nataniel Ruiz + + +Licenses + +Unsplash +All unsplash.com images have the Unsplash license copied below: +https://unsplash.com/license +License +Unsplash photos are made to be used freely. Our license reflects that. + +All photos can be downloaded and used for free +Commercial and non-commercial purposes +No permission needed (though attribution is appreciated!) +What is not permitted 👎 +Photos cannot be sold without significant modification. +Compiling photos from Unsplash to replicate a similar or competing service. +Tip: How to give attribution ✏️ +Even though attribution isn’t required, Unsplash photographers appreciate it as it provides exposure to their work and encourages them to continue sharing. + +Photo by Jeremy Bishop on Unsplash + +Longform +Unsplash grants you an irrevocable, nonexclusive, worldwide copyright license to download, copy, modify, distribute, perform, and use photos from Unsplash for free, including for commercial purposes, without permission from or attributing the photographer or Unsplash. This license does not include the right to compile photos from Unsplash to replicate a similar or competing service. + +Other Images +All other images were either taken by the authors, or created by friends of the authors and all permissions to modify, distribute, copy, perform and use are given to the authors. diff --git a/dataset/robot_toy/00.jpg b/dataset/robot_toy/00.jpg new file mode 100644 index 0000000000000000000000000000000000000000..f5038351213b6f3bf499d1d4c05ae1a1156b31da --- /dev/null +++ b/dataset/robot_toy/00.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c7b87b86a58fc702b1245498abbc02e5297bad03c657d089675ef6467f91f6cb +size 455621 diff --git a/dataset/robot_toy/01.jpg b/dataset/robot_toy/01.jpg new file mode 100644 index 0000000000000000000000000000000000000000..47e739318f7c074d6f344c2797aa431517bba000 --- /dev/null +++ b/dataset/robot_toy/01.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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