Init.

README.md

@@ -1 +1,39 @@
-# edicho
+# Edicho: Consistent Image Editing in the Wild
+
+> **Edicho: Consistent Image Editing in the Wild** <br>
+> Qingyan Bai, Hao Ouyang, Yinghao Xu, Qiuyu Wang, Ceyuan Yang, Ka Leong Cheng, Yujun Shen, Qifeng Chen <br>
+
+<div align=center>
+<img src="./docs/assets/teaser.jpg" width=850px>
+</div>
+
+**Figure:**  Given two images in the wild, Edicho generates consistent editing versions of them in a zero-shot manner. Our approach
+achieves precise consistency for editing parts (left), objects (middle), and the entire images (right) by leveraging explicit correspondence.
+
+**[**[**Paper**](https://arxiv.org/pdf/2412.XXXXX)**]**
+**[**[**Project Page**](https://ezioby.github.io/edicho/)**]**
+
+As a verified need, consistent editing across in-the-wild images remains a technical challenge arising from various unmanageable factors, like object poses, lighting conditions, and photography environments.
+<i>Edicho</i>, embodying "echoing the editing effect", steps in with a training-free solution based on diffusion models, featuring a fundamental design principle of using <b>explicit</b> image correspondence to direct editing.
+Specifically, the key components include an attention manipulation module and a carefully refined classifier-free guidance (CFG) denoising strategy, both of which take into account the pre-estimated correspondence.
+Such an inference-time algorithm enjoys a plug-and-play nature and is compatible to most diffusion-based editing methods, such as ControlNet and BrushNet.
+Extensive results demonstrate the efficacy of <i>Edicho</i> in consistent cross-image editing under diverse settings.
+
+<div align=center>
+<img src="./docs/assets/pipeline.jpg" width=900px>
+</div>
+
+**Figure:**  Method overview. To achieve consistent editing, we propose a training-free and plug-and-play method that injects the pre-computed correspondence into the pre-trained diffusion models and guides the denoising in the two levels of (a) attention features and (b) noisy latents in classifier-free guidance (CFG).
+
+
+## BibTeX
+
+If you find our work helpful for your research, please consider to cite:
+```bibtex
+@inproceedings{bai2024edicho,
+  title     = {Edicho: Consistent Image Editing in the Wild},
+  author    = {Bai, Qingyan and Ouyang, Hao and Xu, Yinghao and Wang, Qiuyu and Yang, Ceyuan and Cheng, Ka Leong and Shen, Yujun and Chen, Qifeng},
+  booktitle = {arXiv preprint arXiv:2412.XXXXX},
+  year      = {2024}
+}
+```

docs/assets/font.css

@@ -0,0 +1,37 @@
+/* Homepage Font */
+
+/* latin-ext */
+@font-face {
+  font-family: 'Lato';
+  font-style: normal;
+  font-weight: 400;
+  src: local('Lato Regular'), local('Lato-Regular'), url(https://fonts.gstatic.com/s/lato/v16/S6uyw4BMUTPHjxAwXjeu.woff2) format('woff2');
+  unicode-range: U+0100-024F, U+0259, U+1E00-1EFF, U+2020, U+20A0-20AB, U+20AD-20CF, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+
+/* latin */
+@font-face {
+  font-family: 'Lato';
+  font-style: normal;
+  font-weight: 400;
+  src: local('Lato Regular'), local('Lato-Regular'), url(https://fonts.gstatic.com/s/lato/v16/S6uyw4BMUTPHjx4wXg.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+
+/* latin-ext */
+@font-face {
+  font-family: 'Lato';
+  font-style: normal;
+  font-weight: 700;
+  src: local('Lato Bold'), local('Lato-Bold'), url(https://fonts.gstatic.com/s/lato/v16/S6u9w4BMUTPHh6UVSwaPGR_p.woff2) format('woff2');
+  unicode-range: U+0100-024F, U+0259, U+1E00-1EFF, U+2020, U+20A0-20AB, U+20AD-20CF, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+
+/* latin */
+@font-face {
+  font-family: 'Lato';
+  font-style: normal;
+  font-weight: 700;
+  src: local('Lato Bold'), local('Lato-Bold'), url(https://fonts.gstatic.com/s/lato/v16/S6u9w4BMUTPHh6UVSwiPGQ.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+2000-206F, U+2074, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}

docs/assets/style.css

@@ -0,0 +1,156 @@
+/* Body */
+body {
+  background: #e3e5e8;
+  color: #ffffff;
+  font-family: 'Lato', Verdana, Helvetica, sans-serif;
+  font-weight: 300;
+  font-size: 14pt;
+}
+
+/* Hyperlinks */
+a {text-decoration: none;}
+a:link {color: #1772d0;}
+a:visited {color: #1772d0;}
+a:active {color: red;}
+a:hover {color: #f09228;}
+
+/* Pre-formatted Text */
+pre {
+  margin: 5pt 0;
+  border: 0;
+  font-size: 12pt;
+  background: #fcfcfc;
+}
+
+/* Project Page Style */
+/* Section */
+.section {
+  width: 768pt;
+  min-height: 100pt;
+  margin: 15pt auto;
+  padding: 20pt 30pt;
+  border: 1pt hidden #000;
+  text-align: justify;
+  color: #000000;
+  background: #ffffff;
+}
+
+/* Header (Title and Logo) */
+.section .header {
+  min-height: 80pt;
+  margin-top: 30pt;
+}
+.section .header .logo {
+  width: 80pt;
+  margin-left: 10pt;
+  float: left;
+}
+.section .header .logo img {
+  width: 80pt;
+  object-fit: cover;
+}
+.section .header .title {
+  margin: 0 60pt;
+  text-align: center;
+  font-size: 22pt;
+}
+
+/* Author */
+.section .author {
+  margin: 5pt 0;
+  text-align: center;
+  font-size: 16pt;
+}
+
+/* Institution */
+.section .institution {
+  margin: 5pt 0;
+  text-align: center;
+  font-size: 16pt;
+}
+
+/* Hyperlink (such as Paper and Code) */
+.section .link {
+  margin: 5pt 0;
+  text-align: center;
+  font-size: 16pt;
+}
+
+/* Teaser */
+.section .teaser {
+  margin: 20pt 0;
+  text-align: center;
+}
+.section .teaser img {
+  width: 90%;
+}
+
+/* Section Title */
+.section .title {
+  text-align: center;
+  font-size: 22pt;
+  margin: 5pt 60pt 20pt 0pt;  /* top right bottom left */
+}
+
+/* Section Body */
+.section .body {
+  margin-bottom: 15pt;
+  text-align: justify;
+  font-size: 14pt;
+}
+
+/* Rendering Videos */
+.container_rendering {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+}
+.rendering_item {
+  display: flex;
+  align-items: center;
+  margin: 0 10px;
+}
+.rendering_item img {
+  width: 50%;
+  height: auto;
+  margin-right: 0px;
+}
+.rendering_item video {
+  width: 50%;
+  height: auto;
+}
+
+/* BibTeX */
+.section .bibtex {
+  margin: 5pt 0;
+  text-align: left;
+  font-size: 22pt;
+}
+
+/* Related Work */
+.section .ref {
+  margin: 20pt 0 10pt 0;  /* top right bottom left */
+  text-align: left;
+  font-size: 18pt;
+  font-weight: bold;
+}
+
+/* Citation */
+.section .citation {
+  min-height: 60pt;
+  margin: 10pt 0;
+}
+.section .citation .image {
+  width: 120pt;
+  float: left;
+}
+.section .citation .image img {
+  max-height: 60pt;
+  width: 120pt;
+  object-fit: cover;
+}
+.section .citation .comment{
+  margin-left: 130pt;
+  text-align: left;
+  font-size: 14pt;
+}