image
imagewidth (px) 1.02k
6k
| image_id
stringlengths 20
25
| detection_method
stringclasses 15
values | object_type
stringclasses 9
values | hand_side
stringclasses 2
values | index
stringclasses 332
values | category
stringclasses 3
values | sub_category
stringclasses 10
values |
|---|---|---|---|---|---|---|---|
LQNH_PAb_L_00052.jpg
|
ninhydrin
|
document envelope
|
left
|
52
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00054.jpg
|
ninhydrin
|
document envelope
|
left
|
54
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00062.jpg
|
ninhydrin
|
document envelope
|
left
|
62
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00043.JPG
|
ninhydrin
|
document envelope
|
left
|
43
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00035.JPG
|
ninhydrin
|
document envelope
|
left
|
35
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00045.JPG
|
ninhydrin
|
document envelope
|
left
|
45
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00031.JPG
|
ninhydrin
|
document envelope
|
left
|
31
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00071.jpg
|
ninhydrin
|
document envelope
|
left
|
71
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00075.jpg
|
ninhydrin
|
document envelope
|
left
|
75
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00037.JPG
|
ninhydrin
|
document envelope
|
left
|
37
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00060.jpg
|
ninhydrin
|
document envelope
|
left
|
60
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00048.jpg
|
ninhydrin
|
document envelope
|
left
|
48
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00057.jpg
|
ninhydrin
|
document envelope
|
left
|
57
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00040.JPG
|
ninhydrin
|
document envelope
|
left
|
40
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00061.jpg
|
ninhydrin
|
document envelope
|
left
|
61
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00051.jpg
|
ninhydrin
|
document envelope
|
left
|
51
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00073.jpg
|
ninhydrin
|
document envelope
|
left
|
73
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00044.JPG
|
ninhydrin
|
document envelope
|
left
|
44
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00055.jpg
|
ninhydrin
|
document envelope
|
left
|
55
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00068.jpg
|
ninhydrin
|
document envelope
|
left
|
68
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00034.JPG
|
ninhydrin
|
document envelope
|
left
|
34
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00042.JPG
|
ninhydrin
|
document envelope
|
left
|
42
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00058.jpg
|
ninhydrin
|
document envelope
|
left
|
58
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00067.jpg
|
ninhydrin
|
document envelope
|
left
|
67
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00049.jpg
|
ninhydrin
|
document envelope
|
left
|
49
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00063.jpg
|
ninhydrin
|
document envelope
|
left
|
63
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00056.jpg
|
ninhydrin
|
document envelope
|
left
|
56
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00041.JPG
|
ninhydrin
|
document envelope
|
left
|
41
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00038.JPG
|
ninhydrin
|
document envelope
|
left
|
38
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00033.JPG
|
ninhydrin
|
document envelope
|
left
|
33
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00064.jpg
|
ninhydrin
|
document envelope
|
left
|
64
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00065.jpg
|
ninhydrin
|
document envelope
|
left
|
65
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00053.jpg
|
ninhydrin
|
document envelope
|
left
|
53
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00076.jpg
|
ninhydrin
|
document envelope
|
left
|
76
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00032.JPG
|
ninhydrin
|
document envelope
|
left
|
32
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00050.jpg
|
ninhydrin
|
document envelope
|
left
|
50
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00036.JPG
|
ninhydrin
|
document envelope
|
left
|
36
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00069.jpg
|
ninhydrin
|
document envelope
|
left
|
69
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00070.jpg
|
ninhydrin
|
document envelope
|
left
|
70
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00077.jpg
|
ninhydrin
|
document envelope
|
left
|
77
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00047.JPG
|
ninhydrin
|
document envelope
|
left
|
47
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00039.JPG
|
ninhydrin
|
document envelope
|
left
|
39
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00072.jpg
|
ninhydrin
|
document envelope
|
left
|
72
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00066.jpg
|
ninhydrin
|
document envelope
|
left
|
66
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00046.JPG
|
ninhydrin
|
document envelope
|
left
|
46
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00074.jpg
|
ninhydrin
|
document envelope
|
left
|
74
|
2. LQ
|
LQNH
|
|
LQNH_PAb_L_00059.jpg
|
ninhydrin
|
document envelope
|
left
|
59
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00004.JPG
|
ninhydrin
|
document envelope
|
right
|
4
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00003.JPG
|
ninhydrin
|
document envelope
|
right
|
3
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00012.JPG
|
ninhydrin
|
document envelope
|
right
|
12
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00106.jpg
|
ninhydrin
|
document envelope
|
right
|
106
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00038.jpg
|
ninhydrin
|
document envelope
|
right
|
38
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00102.jpg
|
ninhydrin
|
document envelope
|
right
|
102
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00036.jpg
|
ninhydrin
|
document envelope
|
right
|
36
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00040.jpg
|
ninhydrin
|
document envelope
|
right
|
40
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00034.jpg
|
ninhydrin
|
document envelope
|
right
|
34
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00110.jpg
|
ninhydrin
|
document envelope
|
right
|
110
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00031.jpg
|
ninhydrin
|
document envelope
|
right
|
31
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00099.jpg
|
ninhydrin
|
document envelope
|
right
|
99
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00109.jpg
|
ninhydrin
|
document envelope
|
right
|
109
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00043.jpg
|
ninhydrin
|
document envelope
|
right
|
43
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00028.jpg
|
ninhydrin
|
document envelope
|
right
|
28
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00001.JPG
|
ninhydrin
|
document envelope
|
right
|
1
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00104.jpg
|
ninhydrin
|
document envelope
|
right
|
104
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00002.JPG
|
ninhydrin
|
document envelope
|
right
|
2
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00108.jpg
|
ninhydrin
|
document envelope
|
right
|
108
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00033.jpg
|
ninhydrin
|
document envelope
|
right
|
33
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00097.jpg
|
ninhydrin
|
document envelope
|
right
|
97
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00095.jpg
|
ninhydrin
|
document envelope
|
right
|
95
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00009.JPG
|
ninhydrin
|
document envelope
|
right
|
9
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00096.jpg
|
ninhydrin
|
document envelope
|
right
|
96
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00030.jpg
|
ninhydrin
|
document envelope
|
right
|
30
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00101.jpg
|
ninhydrin
|
document envelope
|
right
|
101
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00005.JPG
|
ninhydrin
|
document envelope
|
right
|
5
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00018.jpg
|
ninhydrin
|
document envelope
|
right
|
18
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00011.JPG
|
ninhydrin
|
document envelope
|
right
|
11
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00107.jpg
|
ninhydrin
|
document envelope
|
right
|
107
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00026.jpg
|
ninhydrin
|
document envelope
|
right
|
26
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00019.jpg
|
ninhydrin
|
document envelope
|
right
|
19
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00017.jpg
|
ninhydrin
|
document envelope
|
right
|
17
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00021.jpg
|
ninhydrin
|
document envelope
|
right
|
21
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00025.jpg
|
ninhydrin
|
document envelope
|
right
|
25
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00023.jpg
|
ninhydrin
|
document envelope
|
right
|
23
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00039.jpg
|
ninhydrin
|
document envelope
|
right
|
39
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00041.jpg
|
ninhydrin
|
document envelope
|
right
|
41
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00047.jpg
|
ninhydrin
|
document envelope
|
right
|
47
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00044.jpg
|
ninhydrin
|
document envelope
|
right
|
44
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00010.JPG
|
ninhydrin
|
document envelope
|
right
|
10
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00016.JPG
|
ninhydrin
|
document envelope
|
right
|
16
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00098.jpg
|
ninhydrin
|
document envelope
|
right
|
98
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00027.jpg
|
ninhydrin
|
document envelope
|
right
|
27
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00022.jpg
|
ninhydrin
|
document envelope
|
right
|
22
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00014.JPG
|
ninhydrin
|
document envelope
|
right
|
14
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00105.jpg
|
ninhydrin
|
document envelope
|
right
|
105
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00035.jpg
|
ninhydrin
|
document envelope
|
right
|
35
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00045.jpg
|
ninhydrin
|
document envelope
|
right
|
45
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00024.jpg
|
ninhydrin
|
document envelope
|
right
|
24
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00046.jpg
|
ninhydrin
|
document envelope
|
right
|
46
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00029.jpg
|
ninhydrin
|
document envelope
|
right
|
29
|
2. LQ
|
LQNH
|
|
LQNH_PAb_R_00037.jpg
|
ninhydrin
|
document envelope
|
right
|
37
|
2. LQ
|
LQNH
|
Latent Fingerprint Detection Dataset
The "Latent Fingerprint Detection Dataset" is an open image dataset designed to support the development of AI-based fingerprint detection and analysis systems. It contains fingerprint images collected using various detection methods on different surface types.
This dataset includes fingerprint samples detected using chemical and powder-based methods:
- Ninhydrin - Chemical detection method
- 1,2-Indandione - Chemical detection method
- Black Magnetic Powder - Powder-based detection method
- Fluorescent Magnetic Powder - Powder-based detection method
- Black Ninhydrin - Chemical detection method
- Fluorescent Ninhydrin - Chemical detection method
The dataset is distributed under the CC BY NC ND 4.0 license and can be used by researchers and forensic specialists for non-commercial, public-interest purposes.
This dataset contains fingerprint images and their corresponding metadata. Images are stored in the dataset, and metadata includes detection method, object type, and hand side information.
Dataset Overview
- Total Images: 5,251 fingerprint images
- Detection Methods: 15 different methods
- Categories: 3 main categories (PD, LQ, CA)
Dataset Composition
The dataset consists of latent fingerprint images collected from various surfaces using different detection techniques. It includes metadata on detection method, object type (surface), hand side (left/right), and category classification.
Category Information
- 1. PD (Porous Document): Fingerprints on porous surfaces like paper
- 2. LQ (Low Quality): Low quality or challenging fingerprint samples
- 3. CA (Cyanoacrylate): Fingerprints detected using cyanoacrylate fuming
Dataset Fields
image: Fingerprint image fileimage_id: Unique identifier for each imagedetection_method: Method used to detect the fingerprint (e.g., ninhydrin, black magnetic powder)object_type: Type of surface where fingerprint was collected (e.g., document envelope, paper)hand_side: Left or right hand (left/right)index: Sample index numbercategory: Main category (1. PD, 2. LQ, 3. CA)sub_category: Sub-category classification
License
This dataset follows the CC BY NC ND 4.0 license. It can be shared and used in its original form for non-commercial purposes if the source is credited. Users must notify the creator about the intended use and scope before utilizing the dataset.
The uploader did not participate in the dataset's creation. This dataset is provided to help broaden access to the original research.
This dataset is a result of the Glocal University 30 Project, supported by the Ministry of Education and the National Research Foundation of Korea.
Project ID: GLOCAL-202407990001
Contact: shha@hallym.ac.kr
์ ์ฌ์ง๋ฌธ ๊ฒ์ถ AI ํ์ต ๋ฐ์ดํฐ์
์๊ฐ
ใ์ ์ฌ์ง๋ฌธ ๊ฒ์ถ ๋ฐ์ดํฐ๋ฒ ์ด์คใ๋ AI ๊ธฐ๋ฐ ์ง๋ฌธ ๊ฒ์ถ ๋ฐ ๋ถ์ ์์คํ ๊ฐ๋ฐ์ ์ํด ์ ์๋ ๊ณต๊ฐ ์ด๋ฏธ์ง ๋ฐ์ดํฐ์ ์ ๋๋ค. ์ด ๋ฐ์ดํฐ๋ ๋ค์ํ ํ๋ฉด์์ ์ฌ๋ฌ ๊ฒ์ถ ๋ฐฉ๋ฒ์ ์ฌ์ฉํ์ฌ ์์ง๋ ์ง๋ฌธ ์ด๋ฏธ์ง๋ก ๊ตฌ์ฑ๋์ด ์์ต๋๋ค.
๋ฐ์ดํฐ๋ ๋ค์๊ณผ ๊ฐ์ ํํ์ /๋ถ๋ง ๊ธฐ๋ฐ ๊ฒ์ถ ๋ฐฉ๋ฒ์ ์ฌ์ฉํ์ฌ ์์ง๋์์ต๋๋ค:
- ๋ํ์ด๋๋ฆฐ(Ninhydrin) - ํํ์ ๊ฒ์ถ ๋ฐฉ๋ฒ
- 1,2-์ธ๋จ๋์จ(1,2-Indandione) - ํํ์ ๊ฒ์ถ ๋ฐฉ๋ฒ
- ํ์ ์์ฑ ๋ถ๋ง(Black Magnetic Powder) - ๋ถ๋ง ๊ธฐ๋ฐ ๊ฒ์ถ ๋ฐฉ๋ฒ
- ํ๊ด ์์ฑ ๋ถ๋ง(Fluorescent Magnetic Powder) - ๋ถ๋ง ๊ธฐ๋ฐ ๊ฒ์ถ ๋ฐฉ๋ฒ
- ํ์ ๋ํ์ด๋๋ฆฐ(Black Ninhydrin) - ํํ์ ๊ฒ์ถ ๋ฐฉ๋ฒ
- ํ๊ด ๋ํ์ด๋๋ฆฐ(Fluorescent Ninhydrin) - ํํ์ ๊ฒ์ถ ๋ฐฉ๋ฒ
๋ฐ์ดํฐ์ ์ CC BY NC ND 4.0 ๋ผ์ด์ ์ค ํ์ ๋ฐฐํฌ๋๋ฉฐ, ๊ณต์ต์ ์ธ ๋ชฉ์ ์ ์ํด ์ฐ๊ตฌ์ ๋ฐ ๋ฒ๊ณผํ ์ ๋ฌธ๊ฐ๋ค์ด ๋น์๋ฆฌ์ ์ผ๋ก ์ฌ์ฉํ ์ ์์ต๋๋ค.
์ด ๋ฐ์ดํฐ์ ์ ์ง๋ฌธ ์ด๋ฏธ์ง์ ์ด์ ์์ํ๋ ๋ฉํ๋ฐ์ดํฐ๋ก ๊ตฌ์ฑ๋์ด ์์ต๋๋ค. ๋ฉํ๋ฐ์ดํฐ์๋ ๊ฒ์ถ ๋ฐฉ๋ฒ, ๊ฐ์ฒด ์ ํ, ์ ๋ฐฉํฅ ์ ๋ณด๊ฐ ํฌํจ๋์ด ์์ต๋๋ค.
๋ฐ์ดํฐ ๊ฐ์
- ์ด ์ด๋ฏธ์ง ์: 5,251์ฅ์ ์ง๋ฌธ ์ด๋ฏธ์ง
- ๊ฒ์ถ ๋ฐฉ๋ฒ: 15๊ฐ์ง ๋ฐฉ๋ฒ
- ์นดํ ๊ณ ๋ฆฌ: 3๊ฐ ์ฃผ์ ์นดํ ๊ณ ๋ฆฌ (PD, LQ, CA)
๋ฐ์ดํฐ ๊ตฌ์ฑ
๋ค์ํ ํ๋ฉด์์ ์ฌ๋ฌ ๊ฒ์ถ ๊ธฐ๋ฒ์ ์ฌ์ฉํ์ฌ ์์ง๋ ์ ์ฌ์ง๋ฌธ ์ด๋ฏธ์ง๋ก ๊ตฌ์ฑ๋๋ฉฐ, ๊ฒ์ถ ๋ฐฉ๋ฒ, ๊ฐ์ฒด ์ ํ(ํ๋ฉด), ์ ๋ฐฉํฅ(์ผ์/์ค๋ฅธ์), ์นดํ ๊ณ ๋ฆฌ ๋ถ๋ฅ์ ๋ํ ๋ฉํ๋ฐ์ดํฐ๋ฅผ ํฌํจํฉ๋๋ค.
์นดํ ๊ณ ๋ฆฌ ์ ๋ณด
- 1. PD (๋ค๊ณต์ฑ ๋ฌธ์): ์ข ์ด์ ๊ฐ์ ๋ค๊ณต์ฑ ํ๋ฉด์ ์ง๋ฌธ
- 2. LQ (์ ํ์ง): ์ ํ์ง ๋๋ ๊ฒ์ถ์ด ์ด๋ ค์ด ์ง๋ฌธ ์ํ
- 3. CA (์์๋ ธ์ํฌ๋ฆด๋ ์ดํธ): ์์๋ ธ์ํฌ๋ฆด๋ ์ดํธ ํ์ฆ๋ฒ์ผ๋ก ๊ฒ์ถ๋ ์ง๋ฌธ
์ปฌ๋ผ ์ ๋ณด
image: ์ง๋ฌธ ์ด๋ฏธ์ง ํ์ผimage_id: ๊ฐ ์ด๋ฏธ์ง์ ๊ณ ์ ์๋ณ์detection_method: ์ง๋ฌธ ๊ฒ์ถ์ ์ฌ์ฉ๋ ๋ฐฉ๋ฒ (์: ninhydrin, black magnetic powder)object_type: ์ง๋ฌธ์ด ์์ง๋ ํ๋ฉด ์ ํ (์: document envelope, paper)hand_side: ์ผ์ ๋๋ ์ค๋ฅธ์ (left/right)index: ์ํ ์ธ๋ฑ์ค ๋ฒํธcategory: ์ฃผ์ ์นดํ ๊ณ ๋ฆฌ (1. PD, 2. LQ, 3. CA)sub_category: ํ์ ์นดํ ๊ณ ๋ฆฌ ๋ถ๋ฅ
๋ผ์ด์ ์ค
์ด ๋ฐ์ดํฐ์ ์ CC BY NC ND 4.0 ๋ผ์ด์ ์ค๋ฅผ ๋ฐ๋ฆ ๋๋ค. ์ถ์ฒ๋ฅผ ๋ช ์ํ ๊ฒฝ์ฐ, ๋น์๋ฆฌ ๋ชฉ์ ์ ํํด ์ํ ๊ทธ๋๋ก ์ฌ์ฉํ ์ ์์ต๋๋ค. ๋ฐ์ดํฐ์ ์ฌ์ฉ ์ ์๋ ๋ฐ๋์ ์ฌ์ฉ ์๋์ ๋ฒ์๋ฅผ ์ ์์์๊ฒ ์๋ ค์ผ ํฉ๋๋ค.
์ด ๋ฐ์ดํฐ์ ์ ์ ๋ฐ์ดํฐ์ ์ ์ ๊ทผ์ฑ๊ณผ ํ์ฉ๋๋ฅผ ๋์ด๊ธฐ ์ํ ๋ชฉ์ ์ผ๋ก ์ ๊ณต๋๋ฉฐ, ์ ๋ก๋๋ ๋ฐ์ดํฐ ์ ์์ ์ง์ ์ฐธ์ฌํ์ง ์์์ต๋๋ค.
๋ณธ ๋ฐ์ดํฐ์ ์ ๊ต์ก๋ถ์ ํ๊ตญ์ฐ๊ตฌ์ฌ๋จ์ ์ฌ์์ผ๋ก ์ํ๋ '๊ธ๋ก์ปฌ๋ํ 30' ์ฐ๊ตฌ ๊ฒฐ๊ณผ์ ๋๋ค.
๊ณผ์ ๋ฒํธ: GLOCAL-202407990001
์ฐ๋ฝ์ฒ: shha@hallym.ac.kr
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