Skip to content

Commit abbd056

Browse files
anish-lakkapragadaanish-lakkapragada
committed
added abstract
1 parent e7f4ea1 commit abbd056

File tree

2 files changed

+322
-1
lines changed

2 files changed

+322
-1
lines changed

‎README.md‎

Lines changed: 14 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -122,4 +122,17 @@ the <code>all_landmark_detection.ipynb</code>, <code>mean_landmark_detection.ipy
122122

123123
The <code>ensemble_code</code> folder contains the notebooks in which we tried to use ensemble methods. This code is not guaranteed to work, but if you want to check it out it is there.
124124

125-
</p>
125+
</p>
126+
127+
## Citations
128+
Please cite the following:
129+
```
130+
@InProceedings{Nishi_2021_CVPR,
131+
author = {Nishi, Kento and Ding, Yi and Rich, Alex and {H{\"o}llerer, Tobias},
132+
title = {Augmentation Strategies for Learning With Noisy Labels},
133+
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
134+
month = {June},
135+
year = {2021},
136+
pages = {8022-8031}
137+
}
138+
```

‎index.html‎

Lines changed: 308 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,308 @@
1+
<!DOCTYPE html>
2+
<html>
3+
4+
<head>
5+
<meta charset="utf-8">
6+
<meta name="description"
7+
content="Activity Recognition for Autism Diagnosis">
8+
<meta name="keywords" content="Nerfies, D-NeRF, NeRF">
9+
<meta name="viewport" content="width=device-width, initial-scale=1">
10+
<title>Activity Recognition for Autism Diagnosis</title>
11+
12+
<!-- Global site tag (gtag.js) - Google Analytics -->
13+
<script async src="https://www.googletagmanager.com/gtag/js?id=G-PYVRSFMDRL"></script>
14+
<script>
15+
window.dataLayer = window.dataLayer || [];
16+
17+
function gtag() {
18+
dataLayer.push(arguments);
19+
}
20+
21+
gtag('js', new Date());
22+
23+
gtag('config', 'G-PYVRSFMDRL');
24+
25+
26+
27+
</script>
28+
29+
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
30+
31+
<link rel="stylesheet" href="./static/css/bulma.min.css">
32+
<link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
33+
<link rel="stylesheet" href="./static/css/bulma-slider.min.css">
34+
<link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
35+
<link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
36+
<link rel="stylesheet" href="./static/css/index.css">
37+
38+
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
39+
<script defer src="./static/js/fontawesome.all.min.js"></script>
40+
<script src="./static/js/bulma-carousel.min.js"></script>
41+
<script src="./static/js/bulma-slider.min.js"></script>
42+
<script src="./static/js/index.js"></script>
43+
</head>
44+
45+
<body>
46+
47+
<nav class="navbar" role="navigation" aria-label="main navigation">
48+
<div class="navbar-brand">
49+
<a role="button" class="navbar-burger" aria-label="menu" aria-expanded="false">
50+
<span aria-hidden="true"></span>
51+
<span aria-hidden="true"></span>
52+
<span aria-hidden="true"></span>
53+
</a>
54+
</div>
55+
<div class="navbar-menu">
56+
<div class="navbar-start" style="flex-grow: 1; justify-content: center;">
57+
<a class="navbar-item" href="https://keunhong.com">
58+
<span class="icon">
59+
<i class="fas fa-home"></i>
60+
</span>
61+
</a>
62+
</div>
63+
64+
</div>
65+
</nav>
66+
67+
68+
<section class="hero">
69+
<div class="hero-body">
70+
<div class="container is-max-desktop">
71+
<div class="columns is-centered">
72+
<div class="column has-text-centered">
73+
<h1 class="title is-1 publication-title"> Activity Recognition for Autism Diagnosis</h1>
74+
<div class="is-size-5 publication-authors">
75+
<span class="author-block">
76+
<a href="https://keunhong.com">Anish Lakkapragada</a><sup>1</sup>,</span>
77+
<span class="author-block">
78+
<a href="https://utkarshsinha.com">Peter Washington</a><sup>2</sup>,</span>
79+
<span class="author-block">
80+
<a href="https://jonbarron.info">Dennis P. Wall</a><sup>2</sup>,
81+
</span>
82+
</div>
83+
84+
<div class="is-size-5 publication-authors">
85+
<span class="author-block"><sup>1</sup>Lynbrook High School</span>
86+
<span class="author-block"><sup>2</sup>Stanford University</span>
87+
</div>
88+
89+
<div class="column has-text-centered">
90+
<div class="publication-links">
91+
<!-- PDF Link.
92+
<span class="link-block">
93+
<a href="https://homes.cs.washington.edu/~kpar/nerfies/videos/nerfies_paper.pdf"
94+
class="external-link button is-normal is-rounded is-dark">
95+
<span class="icon">
96+
<i class="fas fa-file-pdf"></i>
97+
</span>
98+
<span>Paper</span>
99+
</a>
100+
</span> -->
101+
<span class="link-block">
102+
<a href="https://arxiv.org/abs/2108.07917"
103+
class="external-link button is-normal is-rounded is-dark">
104+
<span class="icon">
105+
<i class="ai ai-arxiv"></i>
106+
</span>
107+
<span>arXiv</span>
108+
</a>
109+
</span>
110+
<!-- Video Link.
111+
<span class="link-block">
112+
<a href="https://www.youtube.com/watch?v=MrKrnHhk8IA"
113+
class="external-link button is-normal is-rounded is-dark">
114+
<span class="icon">
115+
<i class="fab fa-youtube"></i>
116+
</span>
117+
<span>Video</span>
118+
</a>
119+
</span> -->
120+
<!-- Code Link. -->
121+
122+
<span class="link-block">
123+
<a href="https://github.com/anish-lakkapragada/ActivRecognition-Autism-Diagnosis"
124+
class="external-link button is-normal is-rounded is-dark">
125+
<span class="icon">
126+
<i class="fab fa-github"></i>
127+
</span>
128+
<span>Code</span>
129+
</a>
130+
</span>
131+
</div>
132+
133+
</div>
134+
</div>
135+
</div>
136+
</div>
137+
</div>
138+
</section>
139+
140+
<!--
141+
<section class="hero teaser">
142+
<div class="container is-max-desktop">
143+
<div class="hero-body">
144+
<video id="teaser" autoplay muted loop height="100%">
145+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/teaser.mp4" type="video/mp4">
146+
</video>
147+
<h2 class="subtitle has-text-centered">
148+
<span class="dnerf">Nerfies</span> turns selfie videos from your phone into
149+
free-viewpoint
150+
portraits.
151+
</h2>
152+
</div>
153+
</div>
154+
</section>-->
155+
156+
<!--
157+
<section class="hero is-light is-small">
158+
<div class="hero-body">
159+
<div class="container">
160+
<div id="results-carousel" class="carousel results-carousel">
161+
<div class="item item-steve">
162+
<video poster="" id="steve" autoplay controls muted loop height="100%">
163+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/steve.mp4"
164+
type="video/mp4">
165+
</video>
166+
</div>
167+
<div class="item item-chair-tp">
168+
<video poster="" id="chair-tp" autoplay controls muted loop height="100%">
169+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/chair-tp.mp4"
170+
type="video/mp4">
171+
</video>
172+
</div>
173+
<div class="item item-shiba">
174+
<video poster="" id="shiba" autoplay controls muted loop height="100%">
175+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/shiba.mp4"
176+
type="video/mp4">
177+
</video>
178+
</div>
179+
<div class="item item-fullbody">
180+
<video poster="" id="fullbody" autoplay controls muted loop height="100%">
181+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/fullbody.mp4"
182+
type="video/mp4">
183+
</video>
184+
</div>
185+
<div class="item item-blueshirt">
186+
<video poster="" id="blueshirt" autoplay controls muted loop height="100%">
187+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/blueshirt.mp4"
188+
type="video/mp4">
189+
</video>
190+
</div>
191+
<div class="item item-mask">
192+
<video poster="" id="mask" autoplay controls muted loop height="100%">
193+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/mask.mp4"
194+
type="video/mp4">
195+
</video>
196+
</div>
197+
<div class="item item-coffee">
198+
<video poster="" id="coffee" autoplay controls muted loop height="100%">
199+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/coffee.mp4"
200+
type="video/mp4">
201+
</video>
202+
</div>
203+
<div class="item item-toby">
204+
<video poster="" id="toby" autoplay controls muted loop height="100%">
205+
<source src="https://homes.cs.washington.edu/~kpar/nerfies/videos/toby2.mp4"
206+
type="video/mp4">
207+
</video>
208+
</div>
209+
</div>
210+
</div>
211+
</div>
212+
</section>
213+
-->
214+
215+
<section class="section">
216+
<div class="container is-max-desktop">
217+
<!-- Abstract. -->
218+
<div class="columns is-centered has-text-centered">
219+
<div class="column is-four-fifths">
220+
<h2 class="title is-3">Abstract</h2>
221+
<div class="content has-text-justified">
222+
<p> <em> A formal autism diagnosis can be an inefficient and lengthy process. Families may wait months orlonger before
223+
receiving a diagnosis for their child. One approach to lessen delays is the use digitaltechnologies to detect
224+
the presence of behaviors indicative of autism, which in aggregate may leadto remote and automated diagnostics.
225+
One of the strongest indicators of autism is stimming, whichincludes repetitive, self-stimulatory behaviors such
226+
as hand flapping, headbanging, and spinning.Using computer vision to detect hand flapping is especially
227+
difficult due to the sparsity of publictraining data in this space and excessive shakiness and motion in such
228+
data. Our work demonstratesa novel method that may overcome these issues: we use hand landmark detection over
229+
time as afeature representation which is then fed into a Long Short-Term Memory (LSTM) model. We achieve
230+
avalidation accuracy and F1 Score of about 72% on detecting whether videos from the Self-StimulatoryBehaviour
231+
Dataset (SSBD) contain hand flapping or not. Our best model also predicts accurately onexternal videos we
232+
recorded of ourselves outside of the dataset it was trained on. This model usesless than 26,000 parameters,
233+
providing promise for fast deployment into ubiquitous and wearabledigital settings for a remote autism
234+
diagnosis. </em> </p>
235+
</div>
236+
</div>
237+
</div>
238+
<!--/ Abstract. -->
239+
240+
<!-- Paper video.
241+
<div class="columns is-centered has-text-centered">
242+
<div class="column is-four-fifths">
243+
<h2 class="title is-3">Video</h2>
244+
<div class="publication-video">
245+
<iframe src="https://www.youtube.com/embed/MrKrnHhk8IA?rel=0&amp;showinfo=0" frameborder="0"
246+
allow="autoplay; encrypted-media" allowfullscreen></iframe>
247+
</div>
248+
</div>
249+
</div>
250+
-->
251+
252+
253+
</div>
254+
</section>
255+
256+
257+
<section class="section">
258+
<div class="container is-max-desktop"></div>
259+
</section>
260+
261+
262+
<section class="section" id="BibTeX">
263+
<div class="container is-max-desktop content">
264+
<h2 class="title">BibTeX</h2>
265+
<pre><code>@article{park2021nerfies
266+
author = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo},
267+
title = {Nerfies: Deformable Neural Radiance Fields},
268+
journal = {ICCV},
269+
year = {2021},
270+
}</code></pre>
271+
</div>
272+
</section>
273+
274+
275+
<footer class="footer">
276+
<div class="container">
277+
<div class="content has-text-centered">
278+
<a class="icon-link" href="https://homes.cs.washington.edu/~kpar/nerfies/videos/nerfies_paper.pdf">
279+
<i class="fas fa-file-pdf"></i>
280+
</a>
281+
<a class="icon-link" href="https://github.com/keunhong" class="external-link" disabled>
282+
<i class="fab fa-github"></i>
283+
</a>
284+
</div>
285+
<div class="columns is-centered">
286+
<div class="column is-8">
287+
<div class="content">
288+
<p>
289+
This website is licensed under a <a rel="license"
290+
href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
291+
Commons Attribution-ShareAlike 4.0 International License</a>.
292+
</p>
293+
<p>
294+
This means you are free to borrow the <a
295+
href="https://github.com/nerfies/nerfies.github.io">source code</a> of this website,
296+
we just ask that you link back to this page in the footer.
297+
Please remember to remove the analytics code included in the header of the website which
298+
you do not want on your website.
299+
</p>
300+
</div>
301+
</div>
302+
</div>
303+
</div>
304+
</footer>
305+
306+
</body>
307+
308+
</html>

0 commit comments

Comments
 (0)