-
Notifications
You must be signed in to change notification settings - Fork 2
/
research.html
170 lines (162 loc) · 7.05 KB
/
research.html
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
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>xilinxNexus</title>
<link rel="icon" href="favicon.ico" />
<!-- bootstrap_css -->
<link
href="https://cdn.jsdelivr.net/npm/bootstrap@5.1.3/dist/css/bootstrap.min.css"
rel="stylesheet"
integrity="sha384-1BmE4kWBq78iYhFldvKuhfTAU6auU8tT94WrHftjDbrCEXSU1oBoqyl2QvZ6jIW3"
crossorigin="anonymous"
/>
<!-- bootstrap_js -->
<script
src="https://cdn.jsdelivr.net/npm/bootstrap@5.1.3/dist/js/bootstrap.bundle.min.js"
integrity="sha384-ka7Sk0Gln4gmtz2MlQnikT1wXgYsOg+OMhuP+IlRH9sENBO0LRn5q+8nbTov4+1p"
crossorigin="anonymous"
></script>
</head>
<body>
<!-- Navbar -->
<nav class="navbar navbar-expand-lg navbar-light bg-light fixed-top" >
<div class="container-fluid" style="background-color:#dcd1c5; margin:-.5rem; ">
<a class="navbar-brand" href="index.html">
<img src="logo.png" alt="logo" width="200" height="70" />
</a>
<button
class="navbar-toggler"
type="button"
data-bs-toggle="collapse"
data-bs-target="#navbarNavDropdown"
aria-controls="navbarNavDropdown"
aria-expanded="false"
aria-label="Toggle navigation"
>
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarNavDropdown">
<ul class="navbar-nav ms-auto">
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="index.html"
>Home</a
>
</li>
<li class="nav-item dropdown">
<a
class="nav-link dropdown-toggle"
href="#"
id="navbarDropdownMenuLink"
role="button"
data-bs-toggle="dropdown"
aria-expanded="false"
>
Events
</a>
<ul
class="dropdown-menu dropdown-menu-lg-end dropdown-menu-white"
aria-labelledby="navbarDarkDropdownMenuLink"
>
<li><a class="dropdown-item" href="eventStem.html">STEM programme</a></li>
<li><hr class="dropdown-divider" /></li>
<li>
<a class="dropdown-item" href="eventEnt.html"
>Engineering & Technology Education</a
>
</li>
<li><hr class="dropdown-divider" /></li>
<li>
<a class="dropdown-item" href="eventPolytech.html">Polytechnic Students</a>
</li>
</ul>
</li>
<li class="nav-item dropdown">
<a
class="nav-link dropdown-toggle"
href="#"
id="navbarDropdownMenuLink"
role="button"
data-bs-toggle="dropdown"
aria-expanded="false"
>
Reports
</a>
<ul
class="dropdown-menu dropdown-menu-lg-end dropdown-menu-white"
aria-labelledby="navbarDarkDropdownMenuLink"
>
<li><a class="dropdown-item" href="quarter1.html">First Quarter</a></li>
<li><hr class="dropdown-divider" /></li>
<li>
<a class="dropdown-item" href="quarter2.html">Second Quarter</a
>
</li>
<li><hr class="dropdown-divider" /></li>
<li>
<a class="dropdown-item" href="quarter3.html">Third Quarter</a>
</li>
</ul>
</li>
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="gallery.html"
>Gallery</a
>
</li>
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="research.html"
>Research</a
>
</li>
</ul>
</div>
</div>
</nav>
<!-- Main Card -->
<div class="card border-0 mb-3 mx-auto text-left" style="max-width: 70rem;">
<div class="card-body">
<h5 class="card-title text-center" >Breast Cancer early Detection</h5>
<br>
<p>As a part of XilinxNexus program initiated under Xilinx WIT awardee 2021, the ML model development and its porting in Xilinx hardware is started.
<br>
<br>
Breast cancer is more prevalent among Indian women due to poor prognosis at an early stage. Most cancer is diagnosed only at the advanced stage. But our country has only 10,000 practicing radiologists, 2,200 certified pathologists and nearly 10,000 diagnostic laboratories. Therefore, we may need more radiologists and pathologists for screening and diagnosis of cancer disease. Diagnosis procedure is operator dependent and needs an experienced pathologist. The requirement of radiologist, pathologist and trained technicians are less in number for our population size. Moreover, some human factors like exhaustion and insufficient concentration may also cause misdetection.
Motivated by the need for development of a computer assisted dialogistic system for the women folk in early detection of breast cancer and the most prevalent disease, this project intends to provide an effective screening and diagnostic system. It is based on recent development in Deep Learning DL methods / networks namely capsule network and transfer learning.
<br>
<br>
The developed model has the ability to provide a screening and diagnosis report on digital mammogram and histopathology image. The Xilinx embedded hardware developer kit can be interfaced to a digital mammogram DM unit as well as to a camera unit of microscope where a tissue specimen is kept for investigation. The output of the DL model for an image acquired through the DM unit gives its predictions / finding of Benign (B), Malignant (M).
</p>
<br>
</div>
</div>
<!-- foooter -->
<div class="container">
<footer
class="
d-flex
flex-wrap
justify-content-between
align-items-center
py-3
my-4
border-top
"
>
<div class="d-flex align-items-center">
<a
href="index.html"
class="mb-3 me-2 mb-md-0 text-muted text-decoration-none lh-1"
>
<img src="logo.png" alt="logo" width="200" height="70" />
</a>
<span class="text-muted ">
© 2023, SRM Institute of Science and Technology, Potheri, SRM
Nagar, Kattankulathur, Tamil Nadu 603203</span
>
</div>
</footer>
</div>
</body>
</html>