image_id
int64 0
546
| image
imagewidth (px) 190
1.05k
| width
int64 190
1.05k
| height
int64 324
719
| objects
dict |
|---|---|---|---|---|
0 | 562 | 471 | {
"area": [
924.5
],
"bbox": [
[
288,
134,
51,
26
]
],
"category": [
0
],
"id": [
0
]
} |
|
1 | 683 | 585 | {
"area": [
32606.5
],
"bbox": [
[
24,
67,
209,
197
]
],
"category": [
0
],
"id": [
1
]
} |
|
2 | 323 | 473 | {
"area": [
6944.5
],
"bbox": [
[
198,
126,
101,
96
]
],
"category": [
0
],
"id": [
2
]
} |
|
3 | 563 | 473 | {
"area": [
4049.5
],
"bbox": [
[
438,
172,
99,
51
]
],
"category": [
0
],
"id": [
3
]
} |
|
4 | 634 | 610 | {
"area": [
18621.5
],
"bbox": [
[
264,
53,
186,
125
]
],
"category": [
0
],
"id": [
4
]
} |
|
5 | 766 | 585 | {
"area": [
49187.5
],
"bbox": [
[
27,
157,
342,
188
]
],
"category": [
0
],
"id": [
5
]
} |
|
6 | 777 | 578 | {
"area": [
3816.5
],
"bbox": [
[
603,
60,
89,
54
]
],
"category": [
0
],
"id": [
6
]
} |
|
7 | 882 | 581 | {
"area": [
8652
],
"bbox": [
[
420,
155,
129,
90
]
],
"category": [
0
],
"id": [
7
]
} |
|
8 | 808 | 716 | {
"area": [
11487
],
"bbox": [
[
226,
174,
131,
112
]
],
"category": [
0
],
"id": [
8
]
} |
|
9 | 759 | 616 | {
"area": [
9695
],
"bbox": [
[
373,
232,
130,
96
]
],
"category": [
0
],
"id": [
9
]
} |
|
10 | 769 | 582 | {
"area": [
13627.5
],
"bbox": [
[
546,
99,
193,
108
]
],
"category": [
0
],
"id": [
10
]
} |
|
11 | 562 | 470 | {
"area": [
28143
],
"bbox": [
[
53,
87,
221,
165
]
],
"category": [
0
],
"id": [
11
]
} |
|
12 | 689 | 587 | {
"area": [
1866.5
],
"bbox": [
[
367,
132,
72,
38
]
],
"category": [
0
],
"id": [
12
]
} |
|
13 | 555 | 468 | {
"area": [
37356.5
],
"bbox": [
[
79,
31,
312,
143
]
],
"category": [
0
],
"id": [
13
]
} |
|
14 | 315 | 477 | {
"area": [
2281
],
"bbox": [
[
167,
145,
64,
45
]
],
"category": [
0
],
"id": [
14
]
} |
|
15 | 652 | 612 | {
"area": [
4861
],
"bbox": [
[
170,
109,
100,
65
]
],
"category": [
0
],
"id": [
15
]
} |
|
16 | 810 | 695 | {
"area": [
21258
],
"bbox": [
[
380,
157,
243,
121
]
],
"category": [
0
],
"id": [
16
]
} |
|
17 | 757 | 575 | {
"area": [
21682.5
],
"bbox": [
[
199,
92,
221,
146
]
],
"category": [
0
],
"id": [
17
]
} |
|
18 | 554 | 469 | {
"area": [
4177.5
],
"bbox": [
[
278,
170,
98,
54
]
],
"category": [
0
],
"id": [
18
]
} |
|
19 | 766 | 588 | {
"area": [
5368.5
],
"bbox": [
[
94,
53,
106,
66
]
],
"category": [
0
],
"id": [
19
]
} |
|
20 | 806 | 688 | {
"area": [
13359
],
"bbox": [
[
587,
124,
146,
128
]
],
"category": [
0
],
"id": [
20
]
} |
|
21 | 653 | 620 | {
"area": [
6688.5
],
"bbox": [
[
224,
94,
98,
81
]
],
"category": [
0
],
"id": [
21
]
} |
|
22 | 762 | 585 | {
"area": [
5015.5
],
"bbox": [
[
165,
226,
110,
58
]
],
"category": [
0
],
"id": [
22
]
} |
|
23 | 678 | 571 | {
"area": [
2792.5
],
"bbox": [
[
343,
178,
78,
44
]
],
"category": [
0
],
"id": [
23
]
} |
|
24 | 808 | 695 | {
"area": [
1854.5
],
"bbox": [
[
71,
165,
56,
42
]
],
"category": [
0
],
"id": [
24
]
} |
|
25 | 646 | 610 | {
"area": [
17491.5
],
"bbox": [
[
256,
46,
177,
122
]
],
"category": [
0
],
"id": [
25
]
} |
|
26 | 774 | 577 | {
"area": [
13975.5
],
"bbox": [
[
152,
150,
149,
130
]
],
"category": [
0
],
"id": [
26
]
} |
|
27 | 648 | 610 | {
"area": [
22047.5
],
"bbox": [
[
292,
115,
221,
136
]
],
"category": [
0
],
"id": [
27
]
} |
|
28 | 645 | 614 | {
"area": [
7391
],
"bbox": [
[
216,
201,
155,
58
]
],
"category": [
0
],
"id": [
28
]
} |
|
29 | 756 | 578 | {
"area": [
4777
],
"bbox": [
[
219,
162,
92,
78
]
],
"category": [
0
],
"id": [
29
]
} |
|
30 | 771 | 570 | {
"area": [
5527
],
"bbox": [
[
244,
150,
103,
79
]
],
"category": [
0
],
"id": [
30
]
} |
|
31 | 558 | 476 | {
"area": [
4218.5
],
"bbox": [
[
183,
68,
74,
76
]
],
"category": [
0
],
"id": [
31
]
} |
|
32 | 549 | 475 | {
"area": [
3786.5
],
"bbox": [
[
175,
48,
67,
73
]
],
"category": [
0
],
"id": [
32
]
} |
|
33 | 775 | 587 | {
"area": [
6333.5
],
"bbox": [
[
187,
161,
137,
64
]
],
"category": [
0
],
"id": [
33
]
} |
|
34 | 678 | 571 | {
"area": [
52037
],
"bbox": [
[
182,
107,
355,
198
]
],
"category": [
0
],
"id": [
34
]
} |
|
35 | 558 | 474 | {
"area": [
14766.5
],
"bbox": [
[
41,
62,
186,
106
]
],
"category": [
0
],
"id": [
35
]
} |
|
36 | 587 | 435 | {
"area": [
67024.5
],
"bbox": [
[
13,
49,
321,
261
]
],
"category": [
0
],
"id": [
36
]
} |
|
37 | 552 | 483 | {
"area": [
6310
],
"bbox": [
[
293,
68,
104,
80
]
],
"category": [
0
],
"id": [
37
]
} |
|
38 | 369 | 342 | {
"area": [
1138.5
],
"bbox": [
[
181,
100,
50,
29
]
],
"category": [
0
],
"id": [
38
]
} |
|
39 | 378 | 345 | {
"area": [
1187.5
],
"bbox": [
[
221,
59,
58,
26
]
],
"category": [
0
],
"id": [
39
]
} |
|
40 | 776 | 582 | {
"area": [
10959.5
],
"bbox": [
[
203,
60,
133,
105
]
],
"category": [
0
],
"id": [
40
]
} |
|
41 | 886 | 581 | {
"area": [
16034.5
],
"bbox": [
[
170,
157,
183,
108
]
],
"category": [
0
],
"id": [
41
]
} |
|
42 | 777 | 578 | {
"area": [
5416
],
"bbox": [
[
126,
191,
104,
74
]
],
"category": [
0
],
"id": [
42
]
} |
|
43 | 766 | 600 | {
"area": [
1967.5
],
"bbox": [
[
414,
79,
70,
36
]
],
"category": [
0
],
"id": [
43
]
} |
|
44 | 563 | 468 | {
"area": [
10192.5
],
"bbox": [
[
304,
51,
145,
93
]
],
"category": [
0
],
"id": [
44
]
} |
|
45 | 699 | 531 | {
"area": [
4252.5
],
"bbox": [
[
511,
149,
111,
54
]
],
"category": [
0
],
"id": [
45
]
} |
|
46 | 452 | 591 | {
"area": [
51501
],
"bbox": [
[
95,
174,
299,
214
]
],
"category": [
0
],
"id": [
46
]
} |
|
47 | 567 | 471 | {
"area": [
136348.5
],
"bbox": [
[
44,
35,
522,
346
]
],
"category": [
0
],
"id": [
47
]
} |
|
48 | 785 | 582 | {
"area": [
4356
],
"bbox": [
[
289,
124,
81,
66
]
],
"category": [
0
],
"id": [
48
]
} |
|
49 | 554 | 467 | {
"area": [
1321
],
"bbox": [
[
261,
126,
57,
31
]
],
"category": [
0
],
"id": [
49
]
} |
|
50 | 770 | 580 | {
"area": [
1192.5
],
"bbox": [
[
188,
102,
47,
31
]
],
"category": [
0
],
"id": [
50
]
} |
|
51 | 779 | 574 | {
"area": [
8459.5
],
"bbox": [
[
439,
265,
121,
85
]
],
"category": [
0
],
"id": [
51
]
} |
|
52 | 449 | 594 | {
"area": [
1438
],
"bbox": [
[
136,
112,
46,
41
]
],
"category": [
0
],
"id": [
52
]
} |
|
53 | 564 | 463 | {
"area": [
0,
3613.5
],
"bbox": [
[
168,
110,
1,
1
],
[
94,
105,
72,
68
]
],
"category": [
0,
0
],
"id": [
53,
54
]
} |
|
54 | 567 | 463 | {
"area": [
11110
],
"bbox": [
[
163,
67,
131,
105
]
],
"category": [
0
],
"id": [
55
]
} |
|
55 | 557 | 468 | {
"area": [
8868
],
"bbox": [
[
118,
130,
157,
80
]
],
"category": [
0
],
"id": [
56
]
} |
|
56 | 701 | 526 | {
"area": [
2971.5
],
"bbox": [
[
227,
128,
67,
62
]
],
"category": [
0
],
"id": [
57
]
} |
|
57 | 671 | 570 | {
"area": [
1749.5
],
"bbox": [
[
417,
204,
57,
39
]
],
"category": [
0
],
"id": [
58
]
} |
|
58 | 560 | 469 | {
"area": [
2235.5
],
"bbox": [
[
336,
132,
64,
48
]
],
"category": [
0
],
"id": [
59
]
} |
|
59 | 555 | 471 | {
"area": [
61150
],
"bbox": [
[
151,
27,
338,
261
]
],
"category": [
0
],
"id": [
60
]
} |
|
60 | 772 | 574 | {
"area": [
2708.5
],
"bbox": [
[
401,
106,
61,
55
]
],
"category": [
0
],
"id": [
61
]
} |
|
61 | 556 | 464 | {
"area": [
1981.5
],
"bbox": [
[
271,
120,
63,
44
]
],
"category": [
0
],
"id": [
62
]
} |
|
62 | 783 | 583 | {
"area": [
60358
],
"bbox": [
[
64,
178,
329,
260
]
],
"category": [
0
],
"id": [
63
]
} |
|
63 | 887 | 581 | {
"area": [
0,
9405.5
],
"bbox": [
[
552,
200,
1,
1
],
[
414,
158,
138,
89
]
],
"category": [
0,
0
],
"id": [
64,
65
]
} |
|
64 | 567 | 465 | {
"area": [
10828
],
"bbox": [
[
302,
46,
146,
98
]
],
"category": [
0
],
"id": [
66
]
} |
|
65 | 556 | 464 | {
"area": [
36124
],
"bbox": [
[
84,
34,
310,
145
]
],
"category": [
0
],
"id": [
67
]
} |
|
66 | 696 | 574 | {
"area": [
3270
],
"bbox": [
[
544,
152,
71,
59
]
],
"category": [
0
],
"id": [
68
]
} |
|
67 | 558 | 462 | {
"area": [
2225
],
"bbox": [
[
328,
128,
59,
45
]
],
"category": [
0
],
"id": [
69
]
} |
|
68 | 624 | 585 | {
"area": [
3527
],
"bbox": [
[
136,
146,
72,
60
]
],
"category": [
0
],
"id": [
70
]
} |
|
69 | 568 | 463 | {
"area": [
3013.5
],
"bbox": [
[
397,
81,
68,
58
]
],
"category": [
0
],
"id": [
71
]
} |
|
70 | 549 | 470 | {
"area": [
1187
],
"bbox": [
[
73,
156,
46,
33
]
],
"category": [
0
],
"id": [
72
]
} |
|
71 | 779 | 576 | {
"area": [
2108.5
],
"bbox": [
[
535,
177,
62,
47
]
],
"category": [
0
],
"id": [
73
]
} |
|
72 | 560 | 470 | {
"area": [
41068.5
],
"bbox": [
[
0,
21,
381,
149
]
],
"category": [
0
],
"id": [
74
]
} |
|
73 | 558 | 464 | {
"area": [
1552
],
"bbox": [
[
433,
127,
63,
32
]
],
"category": [
0
],
"id": [
75
]
} |
|
74 | 555 | 471 | {
"area": [
2802.5
],
"bbox": [
[
333,
107,
67,
54
]
],
"category": [
0
],
"id": [
76
]
} |
|
75 | 566 | 463 | {
"area": [
2474
],
"bbox": [
[
260,
140,
66,
46
]
],
"category": [
0
],
"id": [
77
]
} |
|
76 | 557 | 471 | {
"area": [
12198
],
"bbox": [
[
178,
153,
166,
96
]
],
"category": [
0
],
"id": [
78
]
} |
|
77 | 561 | 469 | {
"area": [
1328
],
"bbox": [
[
86,
218,
57,
31
]
],
"category": [
0
],
"id": [
79
]
} |
|
78 | 558 | 463 | {
"area": [
4948
],
"bbox": [
[
314,
103,
104,
59
]
],
"category": [
0
],
"id": [
80
]
} |
|
79 | 564 | 468 | {
"area": [
12361.5
],
"bbox": [
[
278,
151,
179,
89
]
],
"category": [
0
],
"id": [
81
]
} |
|
80 | 566 | 463 | {
"area": [
1302.5
],
"bbox": [
[
379,
124,
57,
30
]
],
"category": [
0
],
"id": [
82
]
} |
|
81 | 619 | 589 | {
"area": [
8605.5
],
"bbox": [
[
112,
127,
118,
89
]
],
"category": [
0
],
"id": [
83
]
} |
|
82 | 726 | 573 | {
"area": [
8542
],
"bbox": [
[
47,
60,
126,
89
]
],
"category": [
0
],
"id": [
84
]
} |
|
83 | 556 | 490 | {
"area": [
25383.5
],
"bbox": [
[
108,
80,
230,
146
]
],
"category": [
0
],
"id": [
85
]
} |
|
84 | 765 | 573 | {
"area": [
22256
],
"bbox": [
[
202,
152,
199,
149
]
],
"category": [
0
],
"id": [
86
]
} |
|
85 | 715 | 487 | {
"area": [
4818.5
],
"bbox": [
[
242,
109,
111,
57
]
],
"category": [
0
],
"id": [
87
]
} |
|
86 | 562 | 470 | {
"area": [
2737
],
"bbox": [
[
69,
102,
77,
46
]
],
"category": [
0
],
"id": [
88
]
} |
|
87 | 772 | 576 | {
"area": [
31925.5
],
"bbox": [
[
264,
222,
250,
167
]
],
"category": [
0
],
"id": [
89
]
} |
|
88 | 422 | 468 | {
"area": [
912.5
],
"bbox": [
[
128,
39,
37,
31
]
],
"category": [
0
],
"id": [
90
]
} |
|
89 | 564 | 469 | {
"area": [
0,
52078
],
"bbox": [
[
459,
124,
1,
1
],
[
175,
26,
295,
251
]
],
"category": [
0,
0
],
"id": [
91,
92
]
} |
|
90 | 763 | 600 | {
"area": [
11356
],
"bbox": [
[
423,
185,
118,
117
]
],
"category": [
0
],
"id": [
93
]
} |
|
91 | 733 | 455 | {
"area": [
22491
],
"bbox": [
[
308,
121,
200,
164
]
],
"category": [
0
],
"id": [
94
]
} |
|
92 | 555 | 463 | {
"area": [
2998
],
"bbox": [
[
333,
61,
61,
63
]
],
"category": [
0
],
"id": [
95
]
} |
|
93 | 916 | 683 | {
"area": [
0,
4593.5
],
"bbox": [
[
405,
255,
1,
1
],
[
321,
216,
84,
71
]
],
"category": [
0,
0
],
"id": [
96,
97
]
} |
|
94 | 349 | 487 | {
"area": [
24037.5
],
"bbox": [
[
72,
83,
271,
107
]
],
"category": [
0
],
"id": [
98
]
} |
|
95 | 752 | 592 | {
"area": [
3234
],
"bbox": [
[
354,
202,
77,
52
]
],
"category": [
0
],
"id": [
99
]
} |
|
96 | 741 | 574 | {
"area": [
33033.5
],
"bbox": [
[
297,
178,
220,
187
]
],
"category": [
0
],
"id": [
100
]
} |
|
97 | 730 | 574 | {
"area": [
6419
],
"bbox": [
[
203,
139,
142,
60
]
],
"category": [
0
],
"id": [
101
]
} |
|
98 | 655 | 600 | {
"area": [
175548
],
"bbox": [
[
69,
150,
585,
381
]
],
"category": [
0
],
"id": [
102
]
} |
|
99 | 544 | 465 | {
"area": [
2253.5
],
"bbox": [
[
192,
91,
80,
37
]
],
"category": [
0
],
"id": [
103
]
} |
End of preview. Expand
in Dataset Viewer.
breastcanc-ultrasound-class
Background
Cancer is the second leading cause of death worldwide, according to IHME - Global Burden of Disease, with 10.7 mln casualties in 2019.
Amongst the various types of cancer, a huge role is played by breast cancer, which stands in 4th position among the deadliest tumors, with more than 700.000 deaths during 2019 (IHME - Global Burden of Disease).
Moreover, breast cancer has the highest share of number of cases/100 people worldwide (0.23 cases/100 people; IHME - Global Burden of Disease), as shown in table1 :
Table 1
| Type of Cancer | Cases per 100 people |
|---|---|
| Breast Cancer | 0.23 |
| Colon and Rectum Cancer | 0.14 |
| Prostate cancer | 0.13 |
| Bladder Cancer | 0.034 |
| Stomach Cancer | 0.033 |
In this sense, it is more than vital to put intense effort into precision medicine and diagnostic tools for what concerns breast cancer: part of this effort should involve making curated dataset of diagnostic images available to the large public.
Dataset source and composition
This dataset is part of the one kindly provided by Walid Al-Dhabyani and collaborators in 2019, and encompasses 547 images, 387 representing benign breast cancer ultrasound images and 160 of them representing malignant breast cancer ultrasound images, with their related object detection information (in the same format of CPPE-5) inferred from masks.
License, references and citation
The dataset is hereby provided under CC family licenses.
Please cite Al-Dhabyani W, Gomaa M, Khaled H, Fahmy A. Dataset of breast ultrasound images. Data in Brief. 2020 Feb;28:104863. DOI: 10.1016/j.dib.2019.104863 when using it.
- Downloads last month
- 0