-
Notifications
You must be signed in to change notification settings - Fork 3
Expand file tree
/
Copy pathgenisys.html
More file actions
183 lines (183 loc) · 10.1 KB
/
genisys.html
File metadata and controls
183 lines (183 loc) · 10.1 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN"
"http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en">
<head>
<meta name="generator" content="jemdoc, see http://jemdoc.jaboc.net/" />
<meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
<link rel="stylesheet" href="jemdoc.css" type="text/css" />
<title>ADA Lab @ UCSD</title>
</head>
<body>
<table summary="Table for page layout." id="tlayout">
<tr valign="top">
<td id="layout-menu">
<div class="menu-item"><a href="index.html">Home</a></div>
<div class="menu-item"><a href="index.html#members">Members</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="impact.html">Impact</a></div>
<div class="menu-item"><a href="blog.html">Blog/Misc.</a></div>
<div class="menu-item"><a href="projects.html"><br /> Active Projects</a></div>
<div class="menu-item"><a href="cerebro.html">Cerebro</a></div>
<div class="menu-category"><br /> Past Projects</div>
<div class="menu-item"><a href="sortinghat.html">SortingHat</a></div>
<div class="menu-item"><a href="speakql.html">SpeakQL</a></div>
<div class="menu-item"><a href="krypton.html">Krypton</a></div>
<div class="menu-item"><a href="vista.html">Vista</a></div>
<div class="menu-item"><a href="panorama.html">Panorama</a></div>
<div class="menu-item"><a href="morpheus.html">Morpheus</a></div>
<div class="menu-item"><a href="hamlet.html">Hamlet</a></div>
<div class="menu-item"><a href="nimbus.html">Nimbus</a></div>
<div class="menu-item"><a href="slab.html">SLAB</a></div>
<div class="menu-item"><a href="orion.html">Orion</a></div>
<div class="menu-item"><a href="http://i.stanford.edu/hazy/victor/columbus/">Columbus</a></div>
<div class="menu-item"><a href="http://i.stanford.edu/hazy/victor/bismarck/">Bismarck</a></div>
<div class="menu-item"><a href="http://i.stanford.edu/hazy/staccato/">Staccato</a></div>
</td>
<td id="layout-content">
<div id="toptitle">
<h1>ADA Lab @ UCSD</h1>
</div>
<div class="infoblock">
<div class="blockcontent">
<p><b>Note:</b> This umbrella project webpage is now deprecated.
Please see the webpages of the active project SpeakQL.
</p>
</div></div>
<table class="imgtable"><tr><td>
<img src="images/genisys.jpg" alt="" width="80px" /> </td>
<td align="left"><h2>Project Genisys</h2>
</td></tr></table>
<h3>Overview</h3>
<p>Genisys is a new kind of data system that enables ADA applications to easily deploy ML
models in environments ranging from the cloud to personal devices.
Genisys exploits deep learning-based ML models to see, hear, and understand unstructured
data and query sources such as speech, images, video, time series, and text.
We call this vision of type-agnostic data analytics <i>database perception</i>.
Watch this space for more details.
</p>
<h3>Active Component Projects </h3>
<table class="imgtable"><tr><td>
<img src="images/krypton.jpg" alt="" width="80px" /> </td>
<td align="left"><p><a href="krypton.html" target=“blank”><b>Krypton</b></a> <br />
Enabling fast interactive diagnosis of the internals of visual perception systems.
</p>
</td></tr></table>
<table class="imgtable"><tr><td>
<img src="images/panorama.png" alt="" width="80px" /> </td>
<td align="left"><p><a href="panorama.html" target=“blank”><b>Panorama</b></a> <br />
Enabling unbounded vocabulary querying over video.
</p>
</td></tr></table>
<table class="imgtable"><tr><td>
<img src="images/speakql.jpg" alt="" width="80px" /> </td>
<td align="left"><p><a href="speakql.html" target=“blank”><b>SpeakQL</b></a><br />
Enabling speech-driven multimodal querying of structured data with regular SQL and more.
</p>
</td></tr></table>
<table class="imgtable"><tr><td>
<img src="images/vista.jpg" alt="" width="80px" /> </td>
<td align="left"><p><a href="vista.html" target=“blank”><b>Vista</b></a> <br />
Enabling data systems to truly see image and video data for efficient multimodal analytics.
</p>
</td></tr></table>
<h3>Publications</h3>
<ul>
<li><p>Panorama: A Data System for Unbounded Vocabulary Querying over Video<br />
Yuhao Zhang and Arun Kumar<br />
VLDB 2020 | <a href="http://www.vldb.org/pvldb/vol13/p477-zhang.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2019_Panorama_VLDB.txt" target=“blank”>BibTeX</a>|
<a href="papers/TR_2019_Panorama.pdf" target=“blank”>TechReport</a>
| <a href="https://docs.google.com/presentation/d/1a9xHmfP1Gwg03CnVP8OWWf20v1IZ9O5eIhfa0dEdkcc/edit?usp=sharing" target=“blank”>Talk slides</a> | Talk videos: <a href="https://www.youtube.com/watch?v=gAGOp0fbUcU" target=“blank”>Youtube</a> <a href="https://www.bilibili.com/video/av329339128?p=109" target=“blank”>Bilibili</a>
| <a href="https://adalabucsd.github.io/research-blog/panorama.html" target=“blank”>Blog post</a>
| <a href="https://github.com/makemebitter/Panorama-UCSD" target=“blank”>Source code on GitHub</a>
</p>
</li>
</ul>
<ul>
<li><p>Query Optimization for Faster Deep CNN Explanations<br />
Supun Nakandala, Arun Kumar, and Yannis Papakonstantinou<br />
ACM SIGMOD Record 2020 | <a href="papers/2020_Krypton_SIGMODRecord.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2020_Krypton_SIGMODRecord.txt" target=“blank”>BibTeX</a> <br />
<tt>ACM SIGMOD Research Highlights Award</tt>
</p>
</li>
</ul>
<ul>
<li><p>Incremental and Approximate Computations for Accelerating Deep CNN Inference<br />
Supun Nakandala, Kabir Nagrecha, Arun Kumar, and Yannis Papakonstantinou<br />
ACM TODS 2020 | <a href="papers/2020_Krypton_TODS.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2020_Krypton_TODS.txt" target=“blank”>BibTeX</a> <br />
<tt>Invited Paper</tt>
</p>
</li>
</ul>
<ul>
<li><p>Vista: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale<br />
Supun Nakandala and Arun Kumar<br />
ACM SIGMOD 2020 | <a href="papers/2020_Vista_SIGMOD.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2020_Vista_SIGMOD.txt" target=“blank”>BibTeX</a> |
<a href="papers/TR_2020_Vista.pdf" target=“blank”>TechReport</a> | <a href="https://adalabucsd.github.io/research-blog/research/2020/06/14/vista.html" target=“blank”>Blog post</a> | <a href="https://www.youtube.com/watch?v=nmfUFCDthAo&feature=youtu.be" target=“blank”>Talk Video</a> | <a href="https://github.com/ADALabUCSD/Vista" target=“blank”>Code</a>
</p>
</li>
</ul>
<ul>
<li><p>SpeakQL: Towards Speech-driven Multimodal Querying of Structured Data<br />
Vraj Shah, Side Li, Arun Kumar, and Lawrence Saul<br />
ACM SIGMOD 2020 | <a href="papers/2020_SpeakQL_SIGMOD.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2020_SpeakQL_SIGMOD.txt" target=“blank”>BibTeX</a>|
<a href="papers/TR_2020_SpeakQL.pdf" target=“blank”>TechReport</a> |
<a href="https://adalabucsd.github.io/research-blog/research/2020/06/14/speakql.html" target=“blank”>Blog post</a> |
<a href="https://drive.google.com/drive/folders/1tSxUTu2A7qy8fPtB81RnwkyakgykZ3iw?usp=sharing" target=“blank”>Dataset on Drive</a>
</p>
</li>
</ul>
<ul>
<li><p>Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations<br />
Supun Nakandala, Arun Kumar, and Yannis Papakonstantinou<br />
ACM SIGMOD 2019 | <a href="papers/2019_Krypton_SIGMOD.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2019_Krypton_SIGMOD.txt" target=“blank”>BibTeX</a> | <a href="papers/TR_2019_Krypton.pdf" target=“blank”>TechReport</a> | <a href="https://adalabucsd.github.io/research-blog/research/2019/06/07/krypton.html" target=“blank”>Blog post</a> | <a href="https://av.tib.eu/media/42901" target=“blank”>Talk Video</a> <br />
<tt>Honorable Mention for Best Paper Award</tt>
</p>
</li>
</ul>
<ul>
<li><p>Demonstration of SpeakQL: Speech-driven Multimodal Querying of Structured Data<br />
Vraj Shah, Side Li, Kevin Yang, Arun Kumar, and Lawrence Saul<br />
ACM SIGMOD 2019 Demo | <a href="papers/2019_SpeakQL_SIGMOD.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2019_SpeakQL_SIGMOD.txt" target=“blank”>BibTeX</a>| <a href="https://vimeo.com/295693078" target=“blank”>Video</a>
</p>
</li>
</ul>
<ul>
<li><p>Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations<br />
Allen Ordookhanians, Xin Li, Supun Nakandala, and Arun Kumar<br />
VLDB 2019 | <a href="http://www.vldb.org/pvldb/vol12/p1894-ordookhanians.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2019_Krypton_VLDB.txt" target=“blank”>BibTeX</a> | <a href="https://www.youtube.com/watch?v=1OWddbd4n6Y&feature=youtu.be" target=“blank”>Video</a>
</p>
</li>
</ul>
<ul>
<li><p>Demonstration of Krypton: Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations<br />
Supun Nakandala, Arun Kumar, and Yannis Papakonstantinou<br />
SysML 2019 Demo | <a href="papers/2019_Krypton_SysML.pdf" target=“blank”>Paper PDF</a> | <a href="https://www.youtube.com/watch?v=1OWddbd4n6Y&feature=youtu.be" target=“blank”>Video</a>
</p>
</li>
</ul>
<ul>
<li><p>Materialization Trade-offs for Feature Transfer from Deep CNNs for Multimodal Data Analytics<br />
Supun Nakandala and Arun Kumar<br />
SysML 2018 (Short paper/poster) | <a href="papers/2018_Vista_SysML.pdf" target=“blank”>Paper PDF</a>
</p>
</li>
</ul>
<ul>
<li><p>SpeakQL: Towards Speech-driven Multi-modal Querying<br />
Dharmil Chandarana, Vraj Shah, Arun Kumar, and Lawrence Saul<br />
ACM SIGMOD 2017 HILDA Workshop |
<a href="papers/2017_SpeakQL_HILDA.pdf" target=“blank”>Paper PDF</a> and <a href="papers/2017_SpeakQL_SIGMOD.txt" target=“blank”>BibTeX</a>
</p>
</li>
</ul>
<div id="footer">
<div id="footer-text">
Page generated 2024-04-25 10:52:35 PDT, by <a href="https://github.com/wsshin/jemdoc_mathjax" target="blank">jemdoc+MathJax</a>.
</div>
</div>
</td>
</tr>
</table>
</body>
</html>