Image
Counterfeit detection
Bounding Box
E-commerce
MARQVISION is an AI based platform using machine learning to reduce the energy, time, and cost spent in detecting, reporting, and analyzing counterfeits, by automating such processes in e-commerce. Moreover, the startup plans on expanding their business to detecting illegal digital contents created by technologies such as deep-fake.
Datumo provides high quality data for smarter AI. As part of Datumo's Data Sponsorship Program, Datumo cooperated with Marqvision in building the following dataset.
Marqvision provides solutions for enterprises by monitoring fake products. Using DL-based image recognition, text analysis algorithms and bot-powered reporting system, Marqvision automatically discovers and takes down counterfeits in global online marketplaces to protect their brands and reputations.
Founded by Mark (Insup) Lee and DK (Do Kyung) Lee in 2019, Marqvision has reduced the time and cost consumed in monitoring and discovering counterfeits by 98 and 96 percent, respectively, compared to those when done manually. Marqvision currently monitors counterfeits in twenty-five global online marketplaces of ten different countries. Some of the clients are Amazon, Ebay, Alibaba, Taobao, Coupang, and Naver. In 2021, Marqvision has been selected as YC 21 by Y-Combinator and have raised $3.2M seed round. The startup plans on expanding their business to detecting illegal digital contents created by technologies such as deep-fake.
https://www.marqvision.com/
“Datumo provided us with very high quality data. We have worked on the same project with other data crowd-sourcing companies and yet Datumo's data inaccuracy rate was less than 10% compared to others. Datumo excels at setting and adhering to the timeline. They have set the timeline considering our necessities and provided us with data on time. Other partners repeatedly postponed deadlines, but Datumo delivered everything on time which helped us immensely on setting up a timeline for the development of our own AI model. Also, easy and quick communication via mobile messenger/email/Slack and so on was much appreciated.”
5 categories of collected data will be shared as open datasets.
25,000 items (csv file)
139,467 set, 230,000 bbox item json files
For more effective and accurate monitoring of counterfeits, Datumo took part in data crawling and designing the process of data preparation. Also, by meticulously pre- and post-processing data, we were able to build this project suitable for Cashmission, Datumo’s mobile crowd-sourcing platform, which immensely sped up the whole data preparation process.
- Data-crawling of items according to their brands.
- Pre-processing of collected data
- Collection of six images per item via Cashmission
- Pre-processing of collected images for bounding box labeling
- Classification of items according to their names (BBox)
- Classification of items according to their categories (BBox)
- Identification of items categorized inappropriately (BBox)
Data were collected and labeled using Cash Mission, Datumo's crowd-sourcing platform.
Sample Data
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "main",
"points": [
[
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],
[
283.67926859402024,
200.16061279960465
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
}
],
"imagePath": "[가방] Fendi_Brown fabric belt bag_1.jpg",
"imageWidth": 300,
"imageHeight": 300,
"imageData": null
}
[가방] Fendi_Brown fabric belt bag_1.json
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "main",
"points": [
[
420.0145349784301,
306.56832003908687
],
[
1072.9246920770324,
502.2164466097243
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
}
],
"imagePath": "[선글라스] 루이비통_몽고메리 선글라스_3.jpg",
"imageWidth": 1200,
"imageHeight": 1200,
"imageData": null
}
[선글라스] 루이비통_몽고메리 선글라스_3.json
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "main",
"points": [
[
38.42287473561406,
1.4988010832439613e-14
],
[
186.46608567735996,
182.84812391363516
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
},
{
"label": "main",
"points": [
[
173.53852133666012,
0
],
[
248.8768268384867,
163.4789319774926
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
}
],
"imagePath": "[식음료] 켈로그_CHEEZ-IT 통 곡물_1.jpg",
"imageWidth": 275,
"imageHeight": 183,
"imageData": null
}
[식음료] 켈로그_CHEEZ-IT 통 곡물_1.json
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "main",
"points": [
[
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],
[
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]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
}
],
"imagePath": "[신발] 아디다스_클라이마웜 2.0 M_1.jpg",
"imageWidth": 500,
"imageHeight": 500,
"imageData": null
}
[신발] 아디다스_클라이마웜 2.0 M_1.json
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "main",
"points": [
[
208.13698642694106,
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],
[
1793.7000065962777,
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]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
}
],
"imagePath": "[의류] 루이비통_래글런 크루넥 위드 리브 슬리브 포켓 디테일_1.jpg",
"imageWidth": 2000,
"imageHeight": 3000,
"imageData": null
}
[의류] 루이비통_래글런 크루넥 위드 리브 슬리브 포켓 디테일_1.json
{
"version": "4.5.6",
"flags": {},
"shapes": [
{
"label": "main",
"points": [
[
583.289104989746,
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],
[
1391.5134059731927,
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]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
},
{
"label": "matched-category",
"points": [
[
672.3753139939392,
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],
[
1274.1869729834923,
2709.6325113606827
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
},
{
"label": "unmatched-category",
"points": [
[
673.0725468051878,
2670.0239567082967
],
[
872.0208883158447,
2904.7829996908717
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
},
{
"label": "unmatched-category",
"points": [
[
1086.8850971473541,
2667.039731585637
],
[
1282.849213535351,
2901.798774568212
]
],
"group_id": null,
"shape_type": "rectangle",
"labels": [],
"flags": {}
}
],
"imagePath": "[의류] 루이비통_래글런 크루넥 위드 리브 슬리브 포켓 디테일_2.jpg",
"imageWidth": 2000,
"imageHeight": 3000,
"imageData": null
}
[의류] 루이비통_래글런 크루넥 위드 리브 슬리브 포켓 디테일_2.json
Monitoring counterfeits in e-commerce.
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