Iterative Multi-granular Image Editing using Diffusion Models Article Swipe
K J Joseph
,
Prateksha Udhayanan
,
Tripti Shukla
,
Aishwarya Agarwal
,
Srikrishna Karanam
,
Koustava Goswami
,
Balaji Vasan Srinivasan
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2309.00613
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2309.00613
Recent advances in text-guided image synthesis has dramatically changed how creative professionals generate artistic and aesthetically pleasing visual assets. To fully support such creative endeavors, the process should possess the ability to: 1) iteratively edit the generations and 2) control the spatial reach of desired changes (global, local or anything in between). We formalize this pragmatic problem setting as Iterative Multi-granular Editing. While there has been substantial progress with diffusion-based models for image synthesis and editing, they are all one shot (i.e., no iterative editing capabilities) and do not naturally yield multi-granular control (i.e., covering the full spectrum of local-to-global edits). To overcome these drawbacks, we propose EMILIE: Iterative Multi-granular Image Editor. EMILIE introduces a novel latent iteration strategy, which re-purposes a pre-trained diffusion model to facilitate iterative editing. This is complemented by a gradient control operation for multi-granular control. We introduce a new benchmark dataset to evaluate our newly proposed setting. We conduct exhaustive quantitatively and qualitatively evaluation against recent state-of-the-art approaches adapted to our task, to being out the mettle of EMILIE. We hope our work would attract attention to this newly identified, pragmatic problem setting.
Related Topics
Concepts
Benchmark (surveying)
Computer science
Image editing
Image (mathematics)
Task (project management)
Iterative and incremental development
Process (computing)
Iterative method
Control (management)
Artificial intelligence
Algorithm
Software engineering
Programming language
Engineering
Geography
Geodesy
Systems engineering
Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2309.00613
- https://arxiv.org/pdf/2309.00613
- OA Status
- green
- Cited By
- 1
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4386436504
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4386436504Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2309.00613Digital Object Identifier
- Title
-
Iterative Multi-granular Image Editing using Diffusion ModelsWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-09-01Full publication date if available
- Authors
-
K J Joseph, Prateksha Udhayanan, Tripti Shukla, Aishwarya Agarwal, Srikrishna Karanam, Koustava Goswami, Balaji Vasan SrinivasanList of authors in order
- Landing page
-
https://arxiv.org/abs/2309.00613Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2309.00613Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
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https://arxiv.org/pdf/2309.00613Direct OA link when available
- Concepts
-
Benchmark (surveying), Computer science, Image editing, Image (mathematics), Task (project management), Iterative and incremental development, Process (computing), Iterative method, Control (management), Artificial intelligence, Algorithm, Software engineering, Programming language, Engineering, Geography, Geodesy, Systems engineeringTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
1Total citation count in OpenAlex
- Citations by year (recent)
-
2024: 1Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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| abstract_inverted_index.which | 119 |
| abstract_inverted_index.would | 178 |
| abstract_inverted_index.yield | 90 |
| abstract_inverted_index.(i.e., | 81, 93 |
| abstract_inverted_index.EMILIE | 112 |
| abstract_inverted_index.Recent | 0 |
| abstract_inverted_index.latent | 116 |
| abstract_inverted_index.mettle | 171 |
| abstract_inverted_index.models | 70 |
| abstract_inverted_index.recent | 160 |
| abstract_inverted_index.should | 27 |
| abstract_inverted_index.visual | 17 |
| abstract_inverted_index.EMILIE. | 173 |
| abstract_inverted_index.EMILIE: | 107 |
| abstract_inverted_index.Editor. | 111 |
| abstract_inverted_index.ability | 30 |
| abstract_inverted_index.adapted | 163 |
| abstract_inverted_index.against | 159 |
| abstract_inverted_index.assets. | 18 |
| abstract_inverted_index.attract | 179 |
| abstract_inverted_index.changed | 8 |
| abstract_inverted_index.changes | 45 |
| abstract_inverted_index.conduct | 153 |
| abstract_inverted_index.control | 39, 92, 135 |
| abstract_inverted_index.dataset | 145 |
| abstract_inverted_index.desired | 44 |
| abstract_inverted_index.editing | 84 |
| abstract_inverted_index.edits). | 100 |
| abstract_inverted_index.possess | 28 |
| abstract_inverted_index.problem | 56, 186 |
| abstract_inverted_index.process | 26 |
| abstract_inverted_index.propose | 106 |
| abstract_inverted_index.setting | 57 |
| abstract_inverted_index.spatial | 41 |
| abstract_inverted_index.support | 21 |
| abstract_inverted_index.(global, | 46 |
| abstract_inverted_index.Editing. | 61 |
| abstract_inverted_index.advances | 1 |
| abstract_inverted_index.anything | 49 |
| abstract_inverted_index.artistic | 13 |
| abstract_inverted_index.control. | 139 |
| abstract_inverted_index.covering | 94 |
| abstract_inverted_index.creative | 10, 23 |
| abstract_inverted_index.editing, | 75 |
| abstract_inverted_index.editing. | 128 |
| abstract_inverted_index.evaluate | 147 |
| abstract_inverted_index.generate | 12 |
| abstract_inverted_index.gradient | 134 |
| abstract_inverted_index.overcome | 102 |
| abstract_inverted_index.pleasing | 16 |
| abstract_inverted_index.progress | 67 |
| abstract_inverted_index.proposed | 150 |
| abstract_inverted_index.setting. | 151, 187 |
| abstract_inverted_index.spectrum | 97 |
| abstract_inverted_index.Iterative | 59, 108 |
| abstract_inverted_index.attention | 180 |
| abstract_inverted_index.benchmark | 144 |
| abstract_inverted_index.between). | 51 |
| abstract_inverted_index.diffusion | 123 |
| abstract_inverted_index.formalize | 53 |
| abstract_inverted_index.introduce | 141 |
| abstract_inverted_index.iteration | 117 |
| abstract_inverted_index.iterative | 83, 127 |
| abstract_inverted_index.naturally | 89 |
| abstract_inverted_index.operation | 136 |
| abstract_inverted_index.pragmatic | 55, 185 |
| abstract_inverted_index.strategy, | 118 |
| abstract_inverted_index.synthesis | 5, 73 |
| abstract_inverted_index.approaches | 162 |
| abstract_inverted_index.drawbacks, | 104 |
| abstract_inverted_index.endeavors, | 24 |
| abstract_inverted_index.evaluation | 158 |
| abstract_inverted_index.exhaustive | 154 |
| abstract_inverted_index.facilitate | 126 |
| abstract_inverted_index.introduces | 113 |
| abstract_inverted_index.generations | 36 |
| abstract_inverted_index.identified, | 184 |
| abstract_inverted_index.iteratively | 33 |
| abstract_inverted_index.pre-trained | 122 |
| abstract_inverted_index.re-purposes | 120 |
| abstract_inverted_index.substantial | 66 |
| abstract_inverted_index.text-guided | 3 |
| abstract_inverted_index.complemented | 131 |
| abstract_inverted_index.dramatically | 7 |
| abstract_inverted_index.aesthetically | 15 |
| abstract_inverted_index.capabilities) | 85 |
| abstract_inverted_index.professionals | 11 |
| abstract_inverted_index.qualitatively | 157 |
| abstract_inverted_index.Multi-granular | 60, 109 |
| abstract_inverted_index.multi-granular | 91, 138 |
| abstract_inverted_index.quantitatively | 155 |
| abstract_inverted_index.diffusion-based | 69 |
| abstract_inverted_index.local-to-global | 99 |
| abstract_inverted_index.state-of-the-art | 161 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 7 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/4 |
| sustainable_development_goals[0].score | 0.5799999833106995 |
| sustainable_development_goals[0].display_name | Quality Education |
| citation_normalized_percentile |