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İstenmeyen Cisimlerin Resimden Kaldırılması

Year 2011, Volume: 4 Issue: 1 - Volume: 4 Issue: 1, - , 24.06.2016

Abstract

Çalışmada resimlerdeki istenmeyen cisimlerin (logo, leke, reklam yazısı veya herhangi bir cisim görüntüsü gibi) mevcut görüntüde fark edilir bir bozulma oluşturmadan kaldırılması incelenmiştir. Bu hedefe ulaşmak için örnek tabanlı doku sentezine ve örüntü tekrarına dayalı bileşik görüntü iç boyama tekniğinden yararlanılmıştır.Çalışma sonucunda resimlerde istenmeyen cisimleri tamamen olmasa da çok büyük oranda kaldırıldığı gözlenmiştir. Yapılan karşılaştırmalar ağırlıklı olarak bu çalışmayla yakın algoritmaların kullanıldığı örnek tabanlı doku sentezine dayanan görüntü iç boyama yöntemiyle yapılmıştır. Bu karşılaştırmalar sonucunda çalışmada önerilen iç boyama yönteminin mevcut diğer iç boyama yöntemlerine göre daha iyi sonuçlar verdiği görülmüştür.

References

  • Bertalmio, M., Sapiro, G., Caselles, V., ve Ballester, C., 2000, Image Inpainting, In Proc. ACM Conf. Comp. Graphics (SIGGRAPH), New Orleans, 417- 424.
  • http://www.webhatti.com/garip-olaylar/554741- stalinin-fotograf-hileleri.html, Ocak 2011 tarihinde alınmıştır.
  • Li, D., 2004, Extensor-Based image and video interpolation and inpainting, Yüksek Lisans Tezi, Missouri Üniversitesi, Columbia.
  • Bonet, J. S., 1997, Multiresolution sampling procedure for analysis and synthesis of texture images, In Proc. ACM Conf. Comp. Graphics (SIGGRAPH), Los Angeles, 361-368.
  • Yajuan Wu, Minghui Wang, Xiaofeng Liu,2009, Fast Inpainting Algorithm Using Half-Point Gradient, Second International Workshop on Computer Science and Engineering
  • Efros, A. ve Freeman, W., T., 2001 Image quilting for texture synthesis and transfer, In Proc. ACM Conf. Comp. Graphics ( SIGGRAPH), Los Angeles, 341- 346.
  • Efros, A. ve Leung, T., 1999, Texture synthesis by non parametric sampling, In Proc. International Conference Yunanistan, 1033–1038. Vision (ICCV),
  • Freeman, W., T., Pasztor, E., C. ve Carmichael, O., T., 2000, Learning low level vision, International Journal of Computer Vision, 40,1, 25-47.
  • Heeger, D., J. ve Bergen, J., R., 1995, Pyramid-based texture analysis/synthesis, In roc. ACM Conf. Comp. Graphics ( SIGGRAPH), Ağustos 1995, Los Angeles, 229- 233.
  • Hertzmann, A., Jacobs, C., Oliver, N., Curless, B. ve Salesin, D., 2001, Image Analogies, In Proc. ACM Conf. Comp. Graphics ( SIGGRAPH), Los Angeles, 327-340.
  • Igehy, H. ve Pereira, L., 1997, Image replacement through texture synthesis, In Proc. nt. Conf. Image Processing, Santa Barbara, USA, 186-190.
  • Liang, L., Liu, C., Guo, B., Xu, Y.-Q. ve Shum, H.- Y.Shum, 2001, Real-time texture synthesis by patch- based sampling, ACM Transactions on Graphics, 20,3 (2001) 127-150.
  • Wey, L.-W. ve Levoy, M.,2000, Fast texture synthesis using tree-structured vector quantization, In Proc. ACM Conf. Comp. Graphics ( SIGGRAPH), Temmuz 2000, New Orleans, 479-488.
  • Criminisi, A., Perez, P. ve Toyama, K., 2004, Region Filling and Object Removal by Exemplar-Based Image Inpainting, IEEE Transactions on Image Processing, 13, 9, 1200-1212.
  • Zalesny, A., Ferrari, V., Caenen, G. ve van Gool, L., 2002,Parallel composite texture synthesis, In Texture Workshop, Haziran 2002, Danimarka, 1-5.
  • Ballester, C., Caselles, V., Verdera, J., Bertalmio, M. ve Sapiro, G.,2001, A variotional model for filling filling-in gray level and color images, In Proc. ICCV, Vancouver, Kanada, 10-16.
  • Gürbüz, E., 2006, Resim ve videe görüntülerindeki istenmeyen cisimlerin örnek tabanlı iç boyama yöntemiyle çıkarılması, Trabzon.
  • Chen, Q., Zhang, Y., and Liu, Y., 2007, Image Inpainting Approach, LNCS, Volume 4577, 242-251. Exemplar-Based
  • M.J. Fadili, J.-L. Starck and F. Murtagh, 2009, Inpainting and Representations, Computer Journal, Volume52, Issue1, 64-79. Using Sparse

Removing Unwanted Objects From an Image

Year 2011, Volume: 4 Issue: 1 - Volume: 4 Issue: 1, - , 24.06.2016

Abstract

In this paper, the subject of removing unwanted objects (e.g. logos, stains, ads or the images of any kind of objects) from photographs without generating any perceivable distortion has been handled. An exemplar-based combine image inpainting technique relying on texture synthesis has been adopted to reach this goal.As the outcome of this work, it was observed that unwanted objects in images were removed to a very large extent, but not completely. The results presented in this paper were especially compared to the outcomes of the image inpainting methods leaning on exemplar-based texture synthesis which have similar algorithms to ours. These comparisons have shown that our results are more favorable than those obtained by existing image inpainting techniques

References

  • Bertalmio, M., Sapiro, G., Caselles, V., ve Ballester, C., 2000, Image Inpainting, In Proc. ACM Conf. Comp. Graphics (SIGGRAPH), New Orleans, 417- 424.
  • http://www.webhatti.com/garip-olaylar/554741- stalinin-fotograf-hileleri.html, Ocak 2011 tarihinde alınmıştır.
  • Li, D., 2004, Extensor-Based image and video interpolation and inpainting, Yüksek Lisans Tezi, Missouri Üniversitesi, Columbia.
  • Bonet, J. S., 1997, Multiresolution sampling procedure for analysis and synthesis of texture images, In Proc. ACM Conf. Comp. Graphics (SIGGRAPH), Los Angeles, 361-368.
  • Yajuan Wu, Minghui Wang, Xiaofeng Liu,2009, Fast Inpainting Algorithm Using Half-Point Gradient, Second International Workshop on Computer Science and Engineering
  • Efros, A. ve Freeman, W., T., 2001 Image quilting for texture synthesis and transfer, In Proc. ACM Conf. Comp. Graphics ( SIGGRAPH), Los Angeles, 341- 346.
  • Efros, A. ve Leung, T., 1999, Texture synthesis by non parametric sampling, In Proc. International Conference Yunanistan, 1033–1038. Vision (ICCV),
  • Freeman, W., T., Pasztor, E., C. ve Carmichael, O., T., 2000, Learning low level vision, International Journal of Computer Vision, 40,1, 25-47.
  • Heeger, D., J. ve Bergen, J., R., 1995, Pyramid-based texture analysis/synthesis, In roc. ACM Conf. Comp. Graphics ( SIGGRAPH), Ağustos 1995, Los Angeles, 229- 233.
  • Hertzmann, A., Jacobs, C., Oliver, N., Curless, B. ve Salesin, D., 2001, Image Analogies, In Proc. ACM Conf. Comp. Graphics ( SIGGRAPH), Los Angeles, 327-340.
  • Igehy, H. ve Pereira, L., 1997, Image replacement through texture synthesis, In Proc. nt. Conf. Image Processing, Santa Barbara, USA, 186-190.
  • Liang, L., Liu, C., Guo, B., Xu, Y.-Q. ve Shum, H.- Y.Shum, 2001, Real-time texture synthesis by patch- based sampling, ACM Transactions on Graphics, 20,3 (2001) 127-150.
  • Wey, L.-W. ve Levoy, M.,2000, Fast texture synthesis using tree-structured vector quantization, In Proc. ACM Conf. Comp. Graphics ( SIGGRAPH), Temmuz 2000, New Orleans, 479-488.
  • Criminisi, A., Perez, P. ve Toyama, K., 2004, Region Filling and Object Removal by Exemplar-Based Image Inpainting, IEEE Transactions on Image Processing, 13, 9, 1200-1212.
  • Zalesny, A., Ferrari, V., Caenen, G. ve van Gool, L., 2002,Parallel composite texture synthesis, In Texture Workshop, Haziran 2002, Danimarka, 1-5.
  • Ballester, C., Caselles, V., Verdera, J., Bertalmio, M. ve Sapiro, G.,2001, A variotional model for filling filling-in gray level and color images, In Proc. ICCV, Vancouver, Kanada, 10-16.
  • Gürbüz, E., 2006, Resim ve videe görüntülerindeki istenmeyen cisimlerin örnek tabanlı iç boyama yöntemiyle çıkarılması, Trabzon.
  • Chen, Q., Zhang, Y., and Liu, Y., 2007, Image Inpainting Approach, LNCS, Volume 4577, 242-251. Exemplar-Based
  • M.J. Fadili, J.-L. Starck and F. Murtagh, 2009, Inpainting and Representations, Computer Journal, Volume52, Issue1, 64-79. Using Sparse
There are 19 citations in total.

Details

Other ID JA37HH57FN
Journal Section Makaleler(Araştırma)
Authors

Vasif V. Nabiyev This is me

Ahmet Taşçı This is me

Publication Date June 24, 2016
Published in Issue Year 2011 Volume: 4 Issue: 1 - Volume: 4 Issue: 1

Cite

APA Nabiyev, V. V., & Taşçı, A. (2016). İstenmeyen Cisimlerin Resimden Kaldırılması. Türkiye Bilişim Vakfı Bilgisayar Bilimleri Ve Mühendisliği Dergisi, 4(1).
AMA Nabiyev VV, Taşçı A. İstenmeyen Cisimlerin Resimden Kaldırılması. TBV-BBMD. June 2016;4(1).
Chicago Nabiyev, Vasif V., and Ahmet Taşçı. “İstenmeyen Cisimlerin Resimden Kaldırılması”. Türkiye Bilişim Vakfı Bilgisayar Bilimleri Ve Mühendisliği Dergisi 4, no. 1 (June 2016).
EndNote Nabiyev VV, Taşçı A (June 1, 2016) İstenmeyen Cisimlerin Resimden Kaldırılması. Türkiye Bilişim Vakfı Bilgisayar Bilimleri ve Mühendisliği Dergisi 4 1
IEEE V. V. Nabiyev and A. Taşçı, “İstenmeyen Cisimlerin Resimden Kaldırılması”, TBV-BBMD, vol. 4, no. 1, 2016.
ISNAD Nabiyev, Vasif V. - Taşçı, Ahmet. “İstenmeyen Cisimlerin Resimden Kaldırılması”. Türkiye Bilişim Vakfı Bilgisayar Bilimleri ve Mühendisliği Dergisi 4/1 (June 2016).
JAMA Nabiyev VV, Taşçı A. İstenmeyen Cisimlerin Resimden Kaldırılması. TBV-BBMD. 2016;4.
MLA Nabiyev, Vasif V. and Ahmet Taşçı. “İstenmeyen Cisimlerin Resimden Kaldırılması”. Türkiye Bilişim Vakfı Bilgisayar Bilimleri Ve Mühendisliği Dergisi, vol. 4, no. 1, 2016.
Vancouver Nabiyev VV, Taşçı A. İstenmeyen Cisimlerin Resimden Kaldırılması. TBV-BBMD. 2016;4(1).

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