qninhdt commited on
Commit
1d4dc56
·
verified ·
1 Parent(s): c2f5fa4

Upload 121 files

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. .gitattributes +24 -0
  2. CONTRIBUTING.md +33 -0
  3. LICENSE +201 -0
  4. README.md +93 -0
  5. datasets/buddha/IMG_4201 Large.png +3 -0
  6. datasets/buddha/IMG_4202 Large.png +3 -0
  7. datasets/buddha/IMG_4203 Large.png +3 -0
  8. datasets/buddha/IMG_4206 Large.png +3 -0
  9. datasets/buddha/IMG_4209 Large.png +3 -0
  10. datasets/buddha/IMG_4210 Large.png +3 -0
  11. datasets/bull1/IMG_4196 Large.png +3 -0
  12. datasets/bull1/IMG_4211 Large.png +3 -0
  13. datasets/bull1/IMG_4212 Large.png +3 -0
  14. datasets/bull1/IMG_4214 Large.png +3 -0
  15. datasets/bull1/IMG_4232 Large.png +3 -0
  16. datasets/canada_bear/IMG_4223 Large.png +3 -0
  17. datasets/canada_bear/IMG_4224 Large.png +3 -0
  18. datasets/canada_bear/IMG_4225 Large.png +3 -0
  19. datasets/canada_bear/IMG_4226 Large.png +3 -0
  20. datasets/canada_bear/IMG_4227 Large.png +3 -0
  21. datasets/canada_bear/IMG_4229 Large.png +3 -0
  22. datasets/green_dall/IMG_4182 Large.png +3 -0
  23. datasets/green_dall/IMG_4183 Large.png +3 -0
  24. datasets/green_dall/IMG_4186 Large.png +3 -0
  25. datasets/green_dall/IMG_4187 Large.png +3 -0
  26. datasets/green_dall/IMG_4189 Large.png +3 -0
  27. datasets/green_dall/IMG_4190 Large.png +3 -0
  28. datasets/green_dall/IMG_4192 Large.png +3 -0
  29. datasets/mug_buildings/a.jpeg +0 -0
  30. datasets/mug_buildings/b.jpeg +0 -0
  31. datasets/mug_buildings/c.jpeg +0 -0
  32. datasets/mug_buildings/d.jpeg +0 -0
  33. datasets/mug_buildings/e.jpeg +0 -0
  34. datasets/mug_buildings/f.jpeg +0 -0
  35. input_concepts/cat_sculpture/v0/1.jpeg +0 -0
  36. input_concepts/cat_sculpture/v0/2.jpeg +0 -0
  37. input_concepts/cat_sculpture/v0/3.jpeg +0 -0
  38. input_concepts/cat_sculpture/v0/4.jpeg +0 -0
  39. input_concepts/cat_sculpture/v0/6.jpeg +0 -0
  40. input_concepts/cat_sculpture/v0/7.jpeg +0 -0
  41. input_concepts/cat_sculpture/v1/17.jpg +0 -0
  42. input_concepts/cat_sculpture/v1/20.jpg +0 -0
  43. input_concepts/cat_sculpture/v1/26.jpg +0 -0
  44. input_concepts/cat_sculpture/v1/28.jpg +0 -0
  45. input_concepts/cat_sculpture/v1/29.jpg +0 -0
  46. input_concepts/cat_sculpture/v1/34.jpg +0 -0
  47. input_concepts/cat_sculpture/v1/35.jpg +0 -0
  48. input_concepts/cat_sculpture/v1/5.jpg +0 -0
  49. input_concepts/cat_sculpture/v1/6.jpg +0 -0
  50. input_concepts/cat_sculpture/v1/7.jpg +0 -0
.gitattributes CHANGED
@@ -33,3 +33,27 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ datasets/buddha/IMG_4201[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
37
+ datasets/buddha/IMG_4202[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
38
+ datasets/buddha/IMG_4203[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
39
+ datasets/buddha/IMG_4206[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
40
+ datasets/buddha/IMG_4209[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
41
+ datasets/buddha/IMG_4210[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
42
+ datasets/bull1/IMG_4196[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
43
+ datasets/bull1/IMG_4211[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
44
+ datasets/bull1/IMG_4212[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
45
+ datasets/bull1/IMG_4214[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
46
+ datasets/bull1/IMG_4232[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
47
+ datasets/canada_bear/IMG_4223[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
48
+ datasets/canada_bear/IMG_4224[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
49
+ datasets/canada_bear/IMG_4225[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
50
+ datasets/canada_bear/IMG_4226[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
51
+ datasets/canada_bear/IMG_4227[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
52
+ datasets/canada_bear/IMG_4229[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
53
+ datasets/green_dall/IMG_4182[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
54
+ datasets/green_dall/IMG_4183[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
55
+ datasets/green_dall/IMG_4186[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
56
+ datasets/green_dall/IMG_4187[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
57
+ datasets/green_dall/IMG_4189[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
58
+ datasets/green_dall/IMG_4190[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
59
+ datasets/green_dall/IMG_4192[[:space:]]Large.png filter=lfs diff=lfs merge=lfs -text
CONTRIBUTING.md ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # How to Contribute
2
+
3
+ We'd love to accept your patches and contributions to this project.
4
+
5
+ ## Before you begin
6
+
7
+ ### Sign our Contributor License Agreement
8
+
9
+ Contributions to this project must be accompanied by a
10
+ [Contributor License Agreement](https://cla.developers.google.com/about) (CLA).
11
+ You (or your employer) retain the copyright to your contribution; this simply
12
+ gives us permission to use and redistribute your contributions as part of the
13
+ project.
14
+
15
+ If you or your current employer have already signed the Google CLA (even if it
16
+ was for a different project), you probably don't need to do it again.
17
+
18
+ Visit <https://cla.developers.google.com/> to see your current agreements or to
19
+ sign a new one.
20
+
21
+ ### Review our Community Guidelines
22
+
23
+ This project follows
24
+ [Google's Open Source Community Guidelines](https://opensource.google/conduct/).
25
+
26
+ ## Contribution process
27
+
28
+ ### Code Reviews
29
+
30
+ All submissions, including submissions by project members, require review. We
31
+ use GitHub pull requests for this purpose. Consult
32
+ [GitHub Help](https://help.github.com/articles/about-pull-requests/) for more
33
+ information on using pull requests.
LICENSE ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Apache License
2
+ Version 2.0, January 2004
3
+ http://www.apache.org/licenses/
4
+
5
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
6
+
7
+ 1. Definitions.
8
+
9
+ "License" shall mean the terms and conditions for use, reproduction,
10
+ and distribution as defined by Sections 1 through 9 of this document.
11
+
12
+ "Licensor" shall mean the copyright owner or entity authorized by
13
+ the copyright owner that is granting the License.
14
+
15
+ "Legal Entity" shall mean the union of the acting entity and all
16
+ other entities that control, are controlled by, or are under common
17
+ control with that entity. For the purposes of this definition,
18
+ "control" means (i) the power, direct or indirect, to cause the
19
+ direction or management of such entity, whether by contract or
20
+ otherwise, or (ii) ownership of fifty percent (50%) or more of the
21
+ outstanding shares, or (iii) beneficial ownership of such entity.
22
+
23
+ "You" (or "Your") shall mean an individual or Legal Entity
24
+ exercising permissions granted by this License.
25
+
26
+ "Source" form shall mean the preferred form for making modifications,
27
+ including but not limited to software source code, documentation
28
+ source, and configuration files.
29
+
30
+ "Object" form shall mean any form resulting from mechanical
31
+ transformation or translation of a Source form, including but
32
+ not limited to compiled object code, generated documentation,
33
+ and conversions to other media types.
34
+
35
+ "Work" shall mean the work of authorship, whether in Source or
36
+ Object form, made available under the License, as indicated by a
37
+ copyright notice that is included in or attached to the work
38
+ (an example is provided in the Appendix below).
39
+
40
+ "Derivative Works" shall mean any work, whether in Source or Object
41
+ form, that is based on (or derived from) the Work and for which the
42
+ editorial revisions, annotations, elaborations, or other modifications
43
+ represent, as a whole, an original work of authorship. For the purposes
44
+ of this License, Derivative Works shall not include works that remain
45
+ separable from, or merely link (or bind by name) to the interfaces of,
46
+ the Work and Derivative Works thereof.
47
+
48
+ "Contribution" shall mean any work of authorship, including
49
+ the original version of the Work and any modifications or additions
50
+ to that Work or Derivative Works thereof, that is intentionally
51
+ submitted to Licensor for inclusion in the Work by the copyright owner
52
+ or by an individual or Legal Entity authorized to submit on behalf of
53
+ the copyright owner. For the purposes of this definition, "submitted"
54
+ means any form of electronic, verbal, or written communication sent
55
+ to the Licensor or its representatives, including but not limited to
56
+ communication on electronic mailing lists, source code control systems,
57
+ and issue tracking systems that are managed by, or on behalf of, the
58
+ Licensor for the purpose of discussing and improving the Work, but
59
+ excluding communication that is conspicuously marked or otherwise
60
+ designated in writing by the copyright owner as "Not a Contribution."
61
+
62
+ "Contributor" shall mean Licensor and any individual or Legal Entity
63
+ on behalf of whom a Contribution has been received by Licensor and
64
+ subsequently incorporated within the Work.
65
+
66
+ 2. Grant of Copyright License. Subject to the terms and conditions of
67
+ this License, each Contributor hereby grants to You a perpetual,
68
+ worldwide, non-exclusive, no-charge, royalty-free, irrevocable
69
+ copyright license to reproduce, prepare Derivative Works of,
70
+ publicly display, publicly perform, sublicense, and distribute the
71
+ Work and such Derivative Works in Source or Object form.
72
+
73
+ 3. Grant of Patent License. Subject to the terms and conditions of
74
+ this License, each Contributor hereby grants to You a perpetual,
75
+ worldwide, non-exclusive, no-charge, royalty-free, irrevocable
76
+ (except as stated in this section) patent license to make, have made,
77
+ use, offer to sell, sell, import, and otherwise transfer the Work,
78
+ where such license applies only to those patent claims licensable
79
+ by such Contributor that are necessarily infringed by their
80
+ Contribution(s) alone or by combination of their Contribution(s)
81
+ with the Work to which such Contribution(s) was submitted. If You
82
+ institute patent litigation against any entity (including a
83
+ cross-claim or counterclaim in a lawsuit) alleging that the Work
84
+ or a Contribution incorporated within the Work constitutes direct
85
+ or contributory patent infringement, then any patent licenses
86
+ granted to You under this License for that Work shall terminate
87
+ as of the date such litigation is filed.
88
+
89
+ 4. Redistribution. You may reproduce and distribute copies of the
90
+ Work or Derivative Works thereof in any medium, with or without
91
+ modifications, and in Source or Object form, provided that You
92
+ meet the following conditions:
93
+
94
+ (a) You must give any other recipients of the Work or
95
+ Derivative Works a copy of this License; and
96
+
97
+ (b) You must cause any modified files to carry prominent notices
98
+ stating that You changed the files; and
99
+
100
+ (c) You must retain, in the Source form of any Derivative Works
101
+ that You distribute, all copyright, patent, trademark, and
102
+ attribution notices from the Source form of the Work,
103
+ excluding those notices that do not pertain to any part of
104
+ the Derivative Works; and
105
+
106
+ (d) If the Work includes a "NOTICE" text file as part of its
107
+ distribution, then any Derivative Works that You distribute must
108
+ include a readable copy of the attribution notices contained
109
+ within such NOTICE file, excluding those notices that do not
110
+ pertain to any part of the Derivative Works, in at least one
111
+ of the following places: within a NOTICE text file distributed
112
+ as part of the Derivative Works; within the Source form or
113
+ documentation, if provided along with the Derivative Works; or,
114
+ within a display generated by the Derivative Works, if and
115
+ wherever such third-party notices normally appear. The contents
116
+ of the NOTICE file are for informational purposes only and
117
+ do not modify the License. You may add Your own attribution
118
+ notices within Derivative Works that You distribute, alongside
119
+ or as an addendum to the NOTICE text from the Work, provided
120
+ that such additional attribution notices cannot be construed
121
+ as modifying the License.
122
+
123
+ You may add Your own copyright statement to Your modifications and
124
+ may provide additional or different license terms and conditions
125
+ for use, reproduction, or distribution of Your modifications, or
126
+ for any such Derivative Works as a whole, provided Your use,
127
+ reproduction, and distribution of the Work otherwise complies with
128
+ the conditions stated in this License.
129
+
130
+ 5. Submission of Contributions. Unless You explicitly state otherwise,
131
+ any Contribution intentionally submitted for inclusion in the Work
132
+ by You to the Licensor shall be under the terms and conditions of
133
+ this License, without any additional terms or conditions.
134
+ Notwithstanding the above, nothing herein shall supersede or modify
135
+ the terms of any separate license agreement you may have executed
136
+ with Licensor regarding such Contributions.
137
+
138
+ 6. Trademarks. This License does not grant permission to use the trade
139
+ names, trademarks, service marks, or product names of the Licensor,
140
+ except as required for reasonable and customary use in describing the
141
+ origin of the Work and reproducing the content of the NOTICE file.
142
+
143
+ 7. Disclaimer of Warranty. Unless required by applicable law or
144
+ agreed to in writing, Licensor provides the Work (and each
145
+ Contributor provides its Contributions) on an "AS IS" BASIS,
146
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
147
+ implied, including, without limitation, any warranties or conditions
148
+ of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
149
+ PARTICULAR PURPOSE. You are solely responsible for determining the
150
+ appropriateness of using or redistributing the Work and assume any
151
+ risks associated with Your exercise of permissions under this License.
152
+
153
+ 8. Limitation of Liability. In no event and under no legal theory,
154
+ whether in tort (including negligence), contract, or otherwise,
155
+ unless required by applicable law (such as deliberate and grossly
156
+ negligent acts) or agreed to in writing, shall any Contributor be
157
+ liable to You for damages, including any direct, indirect, special,
158
+ incidental, or consequential damages of any character arising as a
159
+ result of this License or out of the use or inability to use the
160
+ Work (including but not limited to damages for loss of goodwill,
161
+ work stoppage, computer failure or malfunction, or any and all
162
+ other commercial damages or losses), even if such Contributor
163
+ has been advised of the possibility of such damages.
164
+
165
+ 9. Accepting Warranty or Additional Liability. While redistributing
166
+ the Work or Derivative Works thereof, You may choose to offer,
167
+ and charge a fee for, acceptance of support, warranty, indemnity,
168
+ or other liability obligations and/or rights consistent with this
169
+ License. However, in accepting such obligations, You may act only
170
+ on Your own behalf and on Your sole responsibility, not on behalf
171
+ of any other Contributor, and only if You agree to indemnify,
172
+ defend, and hold each Contributor harmless for any liability
173
+ incurred by, or claims asserted against, such Contributor by reason
174
+ of your accepting any such warranty or additional liability.
175
+
176
+ END OF TERMS AND CONDITIONS
177
+
178
+ APPENDIX: How to apply the Apache License to your work.
179
+
180
+ To apply the Apache License to your work, attach the following
181
+ boilerplate notice, with the fields enclosed by brackets "[]"
182
+ replaced with your own identifying information. (Don't include
183
+ the brackets!) The text should be enclosed in the appropriate
184
+ comment syntax for the file format. We also recommend that a
185
+ file or class name and description of purpose be included on the
186
+ same "printed page" as the copyright notice for easier
187
+ identification within third-party archives.
188
+
189
+ Copyright [yyyy] [name of copyright owner]
190
+
191
+ Licensed under the Apache License, Version 2.0 (the "License");
192
+ you may not use this file except in compliance with the License.
193
+ You may obtain a copy of the License at
194
+
195
+ http://www.apache.org/licenses/LICENSE-2.0
196
+
197
+ Unless required by applicable law or agreed to in writing, software
198
+ distributed under the License is distributed on an "AS IS" BASIS,
199
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
200
+ See the License for the specific language governing permissions and
201
+ limitations under the License.
README.md ADDED
@@ -0,0 +1,93 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Concept Decomposition for Visual Exploration and Inspiration
2
+
3
+ <a href="https://inspirationtree.github.io/inspirationtree/"><img src="https://img.shields.io/static/v1?label=Project&message=Website&color=blue"></a>
4
+ <a href="https://arxiv.org/abs/2305.18203"><img src="https://img.shields.io/badge/arXiv-2305.16311-b31b1b.svg"></a>
5
+ <a href="https://www.apache.org/licenses/LICENSE-2.0.txt"><img src="https://img.shields.io/badge/License-Apache-yellow"></a>
6
+ <!-- Official implementation. -->
7
+ <br>
8
+
9
+
10
+ <p align="center">
11
+ <img src="repo_images/teaser.jpeg" width="90%"/>
12
+
13
+ > <a href="https://inspirationtree.github.io/inspirationtree/">**Concept Decomposition for Visual Exploration and Inspiration**</a>
14
+ >
15
+ > <a href="https://yael-vinker.github.io/website/">Yael Vinker</a>,
16
+ <a href="https://scholar.google.com/citations?user=imBjSgUAAAAJ&hl=ru">Andrey Voynov</a>,
17
+ <a href="https://danielcohenor.com/">Daniel Cohen-Or</a>,
18
+ <a href="https://faculty.runi.ac.il/arik/site/index.asp">Ariel Shamir</a>
19
+ > <br>
20
+ > Our method provides a tree-structured visual exploration space for a given unique concept. The nodes of the tree ("v_i") are newly learned textual vector embeddings, injected to the latent space of a pretrained text-to-image model. The nodes encode different aspects of the subject of interest. Through examining combinations within > and across trees, the different aspects can inspire the creation of new designs and concepts, as can be seen below.
21
+ </p>
22
+
23
+ # Setup
24
+ ```
25
+ git clone https://github.com/yael-vinker/inspiration_tree.git
26
+ ```
27
+
28
+ ## Environment (with pip)
29
+ Our code relies on the enviornment in the official [Stable Diffusion repository](https://github.com/CompVis/stable-diffusion). To set up their environment, please run:
30
+ ```
31
+ python -m venv .tree_venv
32
+ source .tree_venv/bin/activate
33
+ pip install -r requirements.txt
34
+ ```
35
+ Technical details:
36
+ * CUDA 11.6
37
+ * torch 1.7.1+cu110
38
+
39
+ **Hugging Face Diffusers Library**
40
+ Our code relies on the [diffusers](https://github.com/huggingface/diffusers) library and the official [Stable Diffusion v1.4](https://huggingface.co/CompVis/stable-diffusion-v1-4) model.
41
+
42
+ # Usage
43
+ <p align="center">
44
+ <img src="repo_images/usage.jpg" width="50%"/>
45
+ <br>
46
+ This code will allow you to generate a tree per concept, and play with the different prompts and combinations for the generated tree (under "inspiration_tree_playground.ipynb").
47
+ </p>
48
+
49
+
50
+ ## Pretrained Models and Datasets
51
+ As part of our code release and to assist with comparisons, we have also provided some of the trained models and datasets used in the paper.
52
+
53
+ All of our models (learned tokens from the paper) can be found undeer the "learned_tokens" directory. The notebook inspiration_tree_playground.ipynb shows how to load them and reproduce the results from the paper (under "Play with learned aspects from the paper").
54
+ All datasets used from Textual Inversion can be found under "datasets".
55
+
56
+ ## Generate your tree
57
+ The logic for generating the tree is under "main_multiseed.py", which runs the framwork for a <b>single node</b>.
58
+ You can generate the tree by passing your own parameters to main_multiseed.py. An example is given in "run_decompose.sh":
59
+ ```
60
+ python main_multiseed.py --parent_data_dir "cat_sculpture/" --node v0 --test_name "v0" --GPU_ID "${GPU_ID}" --multiprocess 0
61
+ ```
62
+ Notes:
63
+ - The "test_name" should be identical to the chosen node
64
+ Results:
65
+ - The results will be saved to "outputs/<parent_data_dir>/<node>"
66
+ - In "final_samples.jpg" you can see a batch of random samples of the learned nodes
67
+ - Under "consistency_test" we save the results of the seed selection procedure
68
+ - Once training is finished, you can continue with splitting the generated nodes as well
69
+
70
+ ## Inference
71
+ We made a notebook ("inspiration_tree_playground.ipynb") to play with the results, and this should be the most convenient option.
72
+ Notes:
73
+ - The notebook shows the concepts learned in each node
74
+ - You can also load checkpoints from early iterations
75
+ - You can generate new concepts using natural language sentences
76
+
77
+ # Acknowledgements
78
+ Our code builds on the [diffusers implementation of textual inversion](https://github.com/huggingface/diffusers/tree/main/examples/textual_inversion)
79
+
80
+ ## Citation
81
+ If you find this useful for your research, please cite the following:
82
+ ```bibtex
83
+ @article{vinker2023concept,
84
+ title={Concept Decomposition for Visual Exploration and Inspiration},
85
+ author={Yael Vinker and Andrey Voynov and Daniel Cohen-Or and Ariel Shamir},
86
+ journal={arXiv preprint arXiv:2305.18203},
87
+ year={2023}
88
+ }
89
+ ```
90
+
91
+ ## Disclaimer
92
+
93
+ This is not an officially supported Google product.
datasets/buddha/IMG_4201 Large.png ADDED

Git LFS Details

  • SHA256: 741b204ecb525a8182fabf18af59bc8aebca8db9962eda813f95614516f92ae4
  • Pointer size: 132 Bytes
  • Size of remote file: 2.12 MB
datasets/buddha/IMG_4202 Large.png ADDED

Git LFS Details

  • SHA256: e33bca32a9ffe2955220a6400d95cd14182d1b526c06688aef5780270f9dc805
  • Pointer size: 132 Bytes
  • Size of remote file: 2.17 MB
datasets/buddha/IMG_4203 Large.png ADDED

Git LFS Details

  • SHA256: a769ec377ce6611325b321630126e7155d439ec5a6e25cbdc844f135ec01135c
  • Pointer size: 132 Bytes
  • Size of remote file: 2.07 MB
datasets/buddha/IMG_4206 Large.png ADDED

Git LFS Details

  • SHA256: ccbba6c6c05d78782fcc639bdbbef9e442c2f3dd005d041bcbc374ad6e0a2e4c
  • Pointer size: 132 Bytes
  • Size of remote file: 2.24 MB
datasets/buddha/IMG_4209 Large.png ADDED

Git LFS Details

  • SHA256: 8d62944e033f825483e91e0554ef9fc1436f8ee42d58a30356d48da8b5e2c67d
  • Pointer size: 132 Bytes
  • Size of remote file: 2.24 MB
datasets/buddha/IMG_4210 Large.png ADDED

Git LFS Details

  • SHA256: 69b2d4b9bdb8f91a44397215970bf9c31586b7b152db310bfce529a5799cf55a
  • Pointer size: 132 Bytes
  • Size of remote file: 2.24 MB
datasets/bull1/IMG_4196 Large.png ADDED

Git LFS Details

  • SHA256: ae828dee2962dd111e186eb87532a7c98ec9f84df75813ba3857c01846087a72
  • Pointer size: 132 Bytes
  • Size of remote file: 2.12 MB
datasets/bull1/IMG_4211 Large.png ADDED

Git LFS Details

  • SHA256: dc85f184fdfafd3ba7274a6256c0e3811330d79cbcfccebc19a390caa477ce1d
  • Pointer size: 132 Bytes
  • Size of remote file: 2.34 MB
datasets/bull1/IMG_4212 Large.png ADDED

Git LFS Details

  • SHA256: c6a445aa1cbabf6f55b926ae5ee40b1acfdafbbdecbdce19a825dce038e6ab1a
  • Pointer size: 132 Bytes
  • Size of remote file: 2.17 MB
datasets/bull1/IMG_4214 Large.png ADDED

Git LFS Details

  • SHA256: 1628d6b33c80b675ded07be84d8f8b0f11329aa9a3bd66ea758cce611ea2ae6a
  • Pointer size: 132 Bytes
  • Size of remote file: 2.13 MB
datasets/bull1/IMG_4232 Large.png ADDED

Git LFS Details

  • SHA256: 25a67d9ac03ad3e2d419a28d689e8acefb0760184007ac1ff7bf379ce987fb4b
  • Pointer size: 132 Bytes
  • Size of remote file: 1.99 MB
datasets/canada_bear/IMG_4223 Large.png ADDED

Git LFS Details

  • SHA256: 5152a52329600feb27d60d7bc1fe68235b51cfcaeba57a4d658d16322785c7b9
  • Pointer size: 132 Bytes
  • Size of remote file: 2.49 MB
datasets/canada_bear/IMG_4224 Large.png ADDED

Git LFS Details

  • SHA256: e63b18181ab68f12dd49403e1e3f02c7fd7033521ef54349d4077a12287aae62
  • Pointer size: 132 Bytes
  • Size of remote file: 2.87 MB
datasets/canada_bear/IMG_4225 Large.png ADDED

Git LFS Details

  • SHA256: 37950575e252c2cabc43d7ad742e6745d9119507387221fc526ba62916134d58
  • Pointer size: 132 Bytes
  • Size of remote file: 2.42 MB
datasets/canada_bear/IMG_4226 Large.png ADDED

Git LFS Details

  • SHA256: fd0fcd7f18d10d9e6bc2cf8d67fab670398c14ad57bd03aded9fa9812e213134
  • Pointer size: 132 Bytes
  • Size of remote file: 2.62 MB
datasets/canada_bear/IMG_4227 Large.png ADDED

Git LFS Details

  • SHA256: 9e27e2cd31adddda285628b2ca55dd4de0789370d090c4ecd89bba2bb3808015
  • Pointer size: 132 Bytes
  • Size of remote file: 2.65 MB
datasets/canada_bear/IMG_4229 Large.png ADDED

Git LFS Details

  • SHA256: 8d555dbbf4bc2fb89ba06671d4e1b1881b243c3d6ab59858066ad0f08d9e0185
  • Pointer size: 132 Bytes
  • Size of remote file: 2.37 MB
datasets/green_dall/IMG_4182 Large.png ADDED

Git LFS Details

  • SHA256: f15dd1f60da389f594c8deec713f6ac1b0037b3ec9ff6aa7f54e51c9e8e0d9c8
  • Pointer size: 132 Bytes
  • Size of remote file: 2.24 MB
datasets/green_dall/IMG_4183 Large.png ADDED

Git LFS Details

  • SHA256: 746e25f63e62df53e99b64c94913bb625078b102096c87d263b6de2593494ce4
  • Pointer size: 132 Bytes
  • Size of remote file: 2.02 MB
datasets/green_dall/IMG_4186 Large.png ADDED

Git LFS Details

  • SHA256: 5f15d77f604706bcf1b5b6930532df57c1849bc2d85a9cc374c577915fecf286
  • Pointer size: 132 Bytes
  • Size of remote file: 2.1 MB
datasets/green_dall/IMG_4187 Large.png ADDED

Git LFS Details

  • SHA256: 0a4f68748be7ae12d7992b0cb9d1d90f002e7d186e23d227ce0d5fbbd98e3366
  • Pointer size: 132 Bytes
  • Size of remote file: 1.93 MB
datasets/green_dall/IMG_4189 Large.png ADDED

Git LFS Details

  • SHA256: 92f8e7c82ed8107f8db1c4aba5c3a08e50ca2477d3d8b4e8910c42fa7b9c4746
  • Pointer size: 132 Bytes
  • Size of remote file: 1.99 MB
datasets/green_dall/IMG_4190 Large.png ADDED

Git LFS Details

  • SHA256: 0d8e0ede57c104c50acd5f9778f1800bc40502ab9114e27ac1385d6e487d9968
  • Pointer size: 132 Bytes
  • Size of remote file: 2.09 MB
datasets/green_dall/IMG_4192 Large.png ADDED

Git LFS Details

  • SHA256: 7c33c7ef0ed9f70b401ece5cd6318214b5ce8e9c62a198298c3b04f0e8f2f6d0
  • Pointer size: 132 Bytes
  • Size of remote file: 1.93 MB
datasets/mug_buildings/a.jpeg ADDED
datasets/mug_buildings/b.jpeg ADDED
datasets/mug_buildings/c.jpeg ADDED
datasets/mug_buildings/d.jpeg ADDED
datasets/mug_buildings/e.jpeg ADDED
datasets/mug_buildings/f.jpeg ADDED
input_concepts/cat_sculpture/v0/1.jpeg ADDED
input_concepts/cat_sculpture/v0/2.jpeg ADDED
input_concepts/cat_sculpture/v0/3.jpeg ADDED
input_concepts/cat_sculpture/v0/4.jpeg ADDED
input_concepts/cat_sculpture/v0/6.jpeg ADDED
input_concepts/cat_sculpture/v0/7.jpeg ADDED
input_concepts/cat_sculpture/v1/17.jpg ADDED
input_concepts/cat_sculpture/v1/20.jpg ADDED
input_concepts/cat_sculpture/v1/26.jpg ADDED
input_concepts/cat_sculpture/v1/28.jpg ADDED
input_concepts/cat_sculpture/v1/29.jpg ADDED
input_concepts/cat_sculpture/v1/34.jpg ADDED
input_concepts/cat_sculpture/v1/35.jpg ADDED
input_concepts/cat_sculpture/v1/5.jpg ADDED
input_concepts/cat_sculpture/v1/6.jpg ADDED
input_concepts/cat_sculpture/v1/7.jpg ADDED