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index.html CHANGED
@@ -27,19 +27,21 @@
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  <script src="./static/js/bulma-slider.min.js"></script>
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  <script src="./static/js/index.js"></script>
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  <style>
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- .publication-links a{
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- color: white !important
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- }
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- @media only screen and (max-width: 900px) {
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- .columns {
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- overflow-y: scroll;
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- }
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- }
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- @media only screen and (min-width: 901px) {
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- .is-centered img{
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- width: 80vw !important
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- }
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- }
 
 
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  </style>
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  </head>
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  <body>
@@ -56,12 +58,13 @@
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  <section class="hero">
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- <div class="hero-body">
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- <div class="container is-max-desktop">
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- <div class="columns is-centered">
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- <div class="column has-text-centered">
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- <h1 class="title is-1 publication-title">LEDITS++: Limitless Image Editing using Text-to-Image Models</h1>
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- <div class="is-size-5 publication-authors">
 
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  <span class="author-block">
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  <a href="https://scholar.google.com/citations?user=kJ9Abf8AAAAJ&hl=en">Manuel Brack</a>¹²,
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  </span>
@@ -84,7 +87,7 @@
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  <a href="https://twitter.com/multimodalart">Apolinário Passos</a>⁴
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  </span>
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  <p></p>
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-
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  <div class="is-size-5 publication-authors">
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  <span class="author-block">¹ German Research Center for Artificial Intelligence (DFKI),</span>
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  <span class="author-block">² Computer Science Department, TU Darmstadt,</span>
@@ -93,10 +96,10 @@
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  <span class="author-block">⁵ Centre for Cognitive Science, TU Darmstadt,</span>
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  <span class="author-block">⁶ LAION</span>
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  </div>
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- <div class="column has-text-centered">
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- <div class="publication-links">
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- <!-- arxiv Link. -->
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- <span class="link-block">
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  <a href="#"
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  class="external-link button is-normal is-rounded is-dark">
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  <span class="icon">
@@ -105,16 +108,16 @@
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  <span>arXiv</span>
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  </a>
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  </span>
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- <!-- Demo Link. -->
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- <span class="link-block">
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  <a href="https://huggingface.co/spaces/editing-images/ledtisplusplus"
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  target="_blank"
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  class="external-link button is-normal is-rounded is-dark">
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  <span>&#129303; Demo</span>
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  </a>
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  </span>
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- <!-- Code Link. -->
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- <span class="link-block">
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  <a href="https://huggingface.co/spaces/editing-images/ledtisplusplus/tree/main"
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  target="_blank"
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  class="external-link button is-normal is-rounded is-dark">
@@ -124,12 +127,12 @@
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  <span>Code</span>
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  </a>
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  </span>
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- </div>
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- </div>
 
 
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  </div>
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- </div>
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- </div>
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- </div>
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  </section>
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  <section class="hero teaser">
@@ -140,10 +143,6 @@
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  <source src="static/videos/faces.mp4"
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  type="video/mp4">
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  </video>
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- <video autoplay muted loop playsinline height="100%">
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- <source src="static/videos/objects_styles.mp4"
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- type="video/mp4">
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- </video>
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  <h2 class="subtitle has-text-centered">
@@ -193,10 +192,9 @@
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  </section>
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-
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  <section class="section">
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  <div class="container is-max-desktop">
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- <!-- Introduction -->
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  <div class="columns is-centered has-text-centered">
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  <h2 class="title is-3">LEDITS++: Efficient and Versatile Textual Image Editing</h2>
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  </div>
@@ -270,7 +268,9 @@
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  <p>
271
  Utilizing T2I models for editing real images is usually done by inverting the sampling
272
  process to identify a noisy xT that will be denoised to the input image x0.
273
- We draw characteristics from <a href="https://inbarhub.github.io/DDPM_inversion/" target="_blank">edit friendly DDPM inversion</a> and propose an efficient
 
 
274
  inversion method that greatly reduces the required number
275
  of steps while maintaining no reconstruction error.
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  DDPM can be viewed as a first-order
@@ -283,67 +283,95 @@
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  <img src="static/images/inversion.png"/>
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  </div>
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  <div class="content">
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- <h2 class="title is-4">Component 2: Textual Editing</h2>
287
- <p>
288
- After creating our re-construction sequence, we can edit the image by manipulating
289
- the noise estimate εθ based on a set of edit instructions. We devise a dedicated
290
- guidance term for each concept based on conditioned and unconditioned estimate. We
291
- define LEDITS++ guidance such that it both reflects the direction of the edit (if we
292
- want
293
- to push away from/towards the edit concept) and maximizes fine-grained control over
294
- the effect of the desired edit.
295
-
296
- </p>
297
- <img src="static/images/textual_editing.png" />
298
- </div>
299
  <div class="content">
300
- <h2 class="title is-4">Component 3: Semantic Grounding</h2>
301
- <p>
302
- In our defined LEDITS++ guidance, we include a masking term composed of the
303
- intersection between the mask generated from
304
- the U-Net’s cross-attention layers and a mask derived from
305
- the noise estimate - yielding a mask both focused on relevant image
306
- regions and of fine granularity.
307
- We empirically demonstrate that these maps can also capture regions
308
- of an image relevant to an editing concept that is not already present.
309
- Specifically for multiple edits, calculating a
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- dedicated mask for each edit prompt ensures that the corresponding
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- guidance terms remain largely isolated, limiting
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- interference between them.
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-
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- </p>
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-
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  </div>
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-
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  </div>
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  </div>
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  <div class="columns is-centered has-text-centered">
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- <img
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- style="max-height:800px; max-width:800px"
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- src="static/images/semantic_grounding.png"
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- />
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- </div>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  </div>
 
 
 
 
 
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  </div>
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  </section>
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  <section class="section">
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  <div class="container is-max-desktop">
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- <div class="columns is-centered has-text-centered">
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- <h2 class="title is-3">Interactive Demo</h2>
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- </div>
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- <script
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- type="module"
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- src="https://gradio.s3-us-west-2.amazonaws.com/3.43.0/gradio.js"
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- ></script>
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-
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- <gradio-app src="https://editing-images-ledtisplusplus.hf.space"></gradio-app>
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  </div>
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  </section>
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-
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-
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- <!-- portraits video -->
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  <!--<section class="hero teaser">-->
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  <!-- <div class="container is-max-desktop">-->
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  <!-- <div class="hero-body">-->
@@ -359,15 +387,15 @@
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  <!-- </div>-->
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  <!--</section>-->
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- <!-- 3 key observations -->
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  <section class="section" id="BibTeX">
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- <div class="container is-max-desktop content">
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- <h2 class="title">BibTeX</h2>
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- <pre><code>@article{
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  }</code></pre>
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- </div>
371
  </section>
372
 
373
 
 
27
  <script src="./static/js/bulma-slider.min.js"></script>
28
  <script src="./static/js/index.js"></script>
29
  <style>
30
+ .publication-links a {
31
+ color: white !important
32
+ }
33
+
34
+ @media only screen and (max-width: 900px) {
35
+ .columns {
36
+ overflow-y: scroll;
37
+ }
38
+ }
39
+
40
+ @media only screen and (min-width: 901px) {
41
+ .is-centered img {
42
+ width: 80vw !important
43
+ }
44
+ }
45
  </style>
46
  </head>
47
  <body>
 
58
 
59
 
60
  <section class="hero">
61
+ <div class="hero-body">
62
+ <div class="container is-max-desktop">
63
+ <div class="columns is-centered">
64
+ <div class="column has-text-centered">
65
+ <h1 class="title is-1 publication-title">LEDITS++: Limitless Image Editing using Text-to-Image
66
+ Models</h1>
67
+ <div class="is-size-5 publication-authors">
68
  <span class="author-block">
69
  <a href="https://scholar.google.com/citations?user=kJ9Abf8AAAAJ&hl=en">Manuel Brack</a>¹²,
70
  </span>
 
87
  <a href="https://twitter.com/multimodalart">Apolinário Passos</a>⁴
88
  </span>
89
  <p></p>
90
+
91
  <div class="is-size-5 publication-authors">
92
  <span class="author-block">¹ German Research Center for Artificial Intelligence (DFKI),</span>
93
  <span class="author-block">² Computer Science Department, TU Darmstadt,</span>
 
96
  <span class="author-block">⁵ Centre for Cognitive Science, TU Darmstadt,</span>
97
  <span class="author-block">⁶ LAION</span>
98
  </div>
99
+ <div class="column has-text-centered">
100
+ <div class="publication-links">
101
+ <!-- arxiv Link. -->
102
+ <span class="link-block">
103
  <a href="#"
104
  class="external-link button is-normal is-rounded is-dark">
105
  <span class="icon">
 
108
  <span>arXiv</span>
109
  </a>
110
  </span>
111
+ <!-- Demo Link. -->
112
+ <span class="link-block">
113
  <a href="https://huggingface.co/spaces/editing-images/ledtisplusplus"
114
  target="_blank"
115
  class="external-link button is-normal is-rounded is-dark">
116
  <span>&#129303; Demo</span>
117
  </a>
118
  </span>
119
+ <!-- Code Link. -->
120
+ <span class="link-block">
121
  <a href="https://huggingface.co/spaces/editing-images/ledtisplusplus/tree/main"
122
  target="_blank"
123
  class="external-link button is-normal is-rounded is-dark">
 
127
  <span>Code</span>
128
  </a>
129
  </span>
130
+ </div>
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+ </div>
132
+ </div>
133
+ </div>
134
  </div>
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+ </div>
 
 
136
  </section>
137
 
138
  <section class="hero teaser">
 
143
  <source src="static/videos/faces.mp4"
144
  type="video/mp4">
145
  </video>
 
 
 
 
146
 
147
 
148
  <h2 class="subtitle has-text-centered">
 
192
  </section>
193
 
194
 
 
195
  <section class="section">
196
  <div class="container is-max-desktop">
197
+ <!-- Introduction -->
198
  <div class="columns is-centered has-text-centered">
199
  <h2 class="title is-3">LEDITS++: Efficient and Versatile Textual Image Editing</h2>
200
  </div>
 
268
  <p>
269
  Utilizing T2I models for editing real images is usually done by inverting the sampling
270
  process to identify a noisy xT that will be denoised to the input image x0.
271
+ We draw characteristics from <a href="https://inbarhub.github.io/DDPM_inversion/"
272
+ target="_blank">edit friendly DDPM inversion</a> and propose
273
+ an efficient
274
  inversion method that greatly reduces the required number
275
  of steps while maintaining no reconstruction error.
276
  DDPM can be viewed as a first-order
 
283
  <img src="static/images/inversion.png"/>
284
  </div>
285
  <div class="content">
286
+ <h2 class="title is-4">Component 2: Textual Editing</h2>
287
+ <p>
288
+ After creating our re-construction sequence, we can edit the image by manipulating
289
+ the noise estimate εθ based on a set of edit instructions. We devise a dedicated
290
+ guidance term for each concept based on conditioned and unconditioned estimate. We
291
+ define LEDITS++ guidance such that it both reflects the direction of the edit (if we
292
+ want
293
+ to push away from/towards the edit concept) and maximizes fine-grained control over
294
+ the effect of the desired edit.
295
+
296
+ </p>
297
+ <img src="static/images/textual_editing.png"/>
298
+ </div>
299
  <div class="content">
300
+ <h2 class="title is-4">Component 3: Semantic Grounding</h2>
301
+ <p>
302
+ In our defined LEDITS++ guidance, we include a masking term composed of the
303
+ intersection between the mask generated from
304
+ the U-Net’s cross-attention layers and a mask derived from
305
+ the noise estimate - yielding a mask both focused on relevant image
306
+ regions and of fine granularity.
307
+ We empirically demonstrate that these maps can also capture regions
308
+ of an image relevant to an editing concept that is not already present.
309
+ Specifically for multiple edits, calculating a
310
+ dedicated mask for each edit prompt ensures that the corresponding
311
+ guidance terms remain largely isolated, limiting
312
+ interference between them.
313
+
314
+ </p>
315
+
316
  </div>
317
+
318
  </div>
319
  </div>
320
  <div class="columns is-centered has-text-centered">
321
+ <img
322
+ style="max-height:800px; max-width:800px"
323
+ src="static/images/semantic_grounding.png"
324
+ />
325
+ </div>
326
+
327
+ <div class="columns is-centered has-text-centered">
328
+ <h2 class="title is-3">Properties if LEDITS++
329
+ </h2>
330
+ </div>
331
+ <div class="columns is-centered has-text-centered">
332
+ <div class="column">
333
+ <p>
334
+ Efficiency.
335
+ </p>
336
+ </div>
337
+ <div class="column">
338
+ <p>
339
+ Versatility.
340
+ </p>
341
+ </div>
342
+ <div class="column">
343
+ <p>
344
+ Precision.
345
+ </p>
346
+ </div>
347
+ </div>
348
+
349
  </div>
350
+ <video autoplay muted loop playsinline height="100%">
351
+ <source src="static/videos/objects_styles.mp4"
352
+ type="video/mp4">
353
+ </video>
354
+
355
  </div>
356
 
357
  </section>
358
  <section class="section">
359
  <div class="container is-max-desktop">
360
+ <div class="columns is-centered has-text-centered">
361
+ <h2 class="title is-3">Interactive Demo</h2>
362
+ </div>
363
+ <script
364
+ type="module"
365
+ src="https://gradio.s3-us-west-2.amazonaws.com/3.43.0/gradio.js"
366
+ ></script>
367
+
368
+ <gradio-app src="https://editing-images-ledtisplusplus.hf.space"></gradio-app>
369
 
370
  </div>
371
  </section>
372
+
373
+
374
+ <!-- portraits video -->
375
  <!--<section class="hero teaser">-->
376
  <!-- <div class="container is-max-desktop">-->
377
  <!-- <div class="hero-body">-->
 
387
  <!-- </div>-->
388
  <!--</section>-->
389
 
390
+ <!-- 3 key observations -->
391
 
392
 
393
  <section class="section" id="BibTeX">
394
+ <div class="container is-max-desktop content">
395
+ <h2 class="title">BibTeX</h2>
396
+ <pre><code>@article{
397
  }</code></pre>
398
+ </div>
399
  </section>
400
 
401