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diff --git a/dataset/prompts_and_classes.txt b/dataset/prompts_and_classes.txt
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--- /dev/null
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+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)
+]
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diff --git a/dataset/references_and_licenses.txt b/dataset/references_and_licenses.txt
new file mode 100644
index 0000000000000000000000000000000000000000..11d49e97673ed16941bbf546ef6b043e601752e6
--- /dev/null
+++ b/dataset/references_and_licenses.txt
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+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.
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