A Hybrid Framework for Matching Printing Design Files to Product Photos

Alper KAPLAN; Erdem AKAGUNDUZ

doi:https://doi.org/10.17694/bajece.677326

Makale detayları

A Hybrid Framework for Matching Printing Design Files to Product Photos

Yazarlar:

Alper KAPLAN | Erdem AKAGUNDUZ

Yayıncı:

Balkan Yayın

Ana Başlıklar:

Özel bilgisayar yöntemleri

Dergi:

Balkan Journal of Electrical and Computer Engineering 2020 Vol.8 Issue 2, pp.170-180

Belge Tipi:

Makale

Yayın Tarihi:

4/2020

Belge Dili:

İngilizce

Document ID (Org No.):

2000927364

Sıklık:

Üç Aylık

pISSN:

2147-284X

DOI:

https://doi.org/10.17694/bajece.677326

Özet:

 

We propose a real-time image matching framework, which is hybrid in the sense that it uses both hand-crafted features and deep features obtained from a well-tuned deep convolutional network. The matching problem, which we concentrate on, is specific to a certain application, that is, printing design to product photo matching. Printing designs are any kind of template image files, created using a design tool, thus are perfect image signals. However, photographs of a printed product suffer many unwanted effects, such as uncontrolled shooting angle, uncontrolled illumination, occlusions, printing deficiencies in color, camera noise, optic blur, et cetera. For this purpose, we create an image set that includes printing design and corresponding product photo pairs with collaboration of an actual printing facility. Using this image set, we benchmark various hand-crafted and deep features for matching performance and propose a framework in which deep learning is utilized with highest contribution, but without disabling real-time operation using an ordinary desktop computer.

Makale detayları

A Hybrid Framework for Matching Printing Design Files to Product Photos

Yazarlar: Alper KAPLAN | Erdem AKAGUNDUZ

Yayıncı: Balkan Yayın

Ana Başlıklar: Özel bilgisayar yöntemleri

Dergi: Balkan Journal of Electrical and Computer Engineering 2020 Vol.8 Issue 2, pp.170-180

Belge Tipi: Makale

Yayın Tarihi: 4/2020

Belge Dili: İngilizce

Document ID (Org No.): 2000927364

Sıklık: Üç Aylık

pISSN: 2147-284X

DOI: https://doi.org/10.17694/bajece.677326

Sayı

Yazarlar:

Alper KAPLAN | Erdem AKAGUNDUZ

Yayıncı:

Balkan Yayın

Ana Başlıklar:

Özel bilgisayar yöntemleri

Dergi:

Balkan Journal of Electrical and Computer Engineering 2020 Vol.8 Issue 2, pp.170-180

Belge Tipi:

Makale

Yayın Tarihi:

4/2020

Belge Dili:

İngilizce

Document ID (Org No.):

2000927364

Sıklık:

Üç Aylık

pISSN:

2147-284X

DOI:

https://doi.org/10.17694/bajece.677326