“Rapid, detail-preserving image downscaling” – ACM SIGGRAPH HISTORY ARCHIVES

“Rapid, detail-preserving image downscaling”

  • 2016 SA Technical Papers_Weber_Rapid, Detail-Preserving Image Downscaling

Conference:


Type(s):


Title:

    Rapid, detail-preserving image downscaling

Session/Category Title:   Filtering Images


Presenter(s)/Author(s):



Abstract:


    Image downscaling is arguably the most frequently used image processing tool. We present an algorithm based on convolutional filters where input pixels contribute more to the output image the more their color deviates from their local neighborhood, which preserves visually important details. In a user study we verify that users prefer our results over related work. Our efficient GPU implementation works in real-time when downscaling images from 24 M to 70 k pixels. Further, we demonstrate empirically that our method can be successfully applied to videos.

References:


    1. Beghdadi, A., Larabi, M.-C., Bouzerdoum, A., and Iftekharuddin, K. 2013. A survey of perceptual image processing methods. Signal Processing: Image Communication 28, 8. Cross Ref
    2. Duchon, C. E. 1979. Lanczos filtering in one and two dimensions. Journal of Applied Meteorology 18, 8. Cross Ref
    3. Eisemann, E., and Durand, F. 2004. Flash photography enhancement via intrinsic relighting. In SIGGRAPH.
    4. Kopf, J., Cohen, M., Lischinski, D., and Uyttendaele, M. 2007. Joint bilateral upsampling. In SIGGRAPH.
    5. Kopf, J., Shamir, A., and Peers, P. 2013. Content-adaptive image downscaling. In SIGGRAPH Asia.
    6. National Aeronautics and Space Administration, 2016. NASA image gallery. nasa.gov/multimedia/imagegallery.
    7. Nehab, D., and Hoppe, H. 2011. Generalized sampling in computer graphics. Tech. Rep. MSR-TR-2011-16.
    8. Öztireli, A. C., and Gross, M. 2015. Perceptually based downscaling of images. In SIGGRAPH.
    9. Petschnigg, G., Agrawala, M., Hoppe, H., Szeliski, R., Cohen, M., and Toyama, K. 2004. Digital photography with flash and no-flash image pairs. In SIGGRAPH.
    10. Samadani, R., Mauer, T. A., Berfanger, D. M., and Clark, J. H. 2010. Image thumbnails that represent blur and noise. Transactions on Image Processing 19, 2.
    11. Schall, S., and Schmid, L., 2015. Fuerteventura 4K – A Time-lapse Adventure. youtu.be/40s_HSZkt3U.
    12. Shannon, C. E. 1949. Communication in the presence of noise. Proc. IRE 37. Cross Ref
    13. Thomee, B., Shamma, D. A., Friedland, G., Elizalde, B., Ni, K., Poland, D., Borth, D., and Li, L.-J. 2016. YFCC100M: The new data in multimedia research. Communications of the ACM 59, 2.
    14. Trentacoste, M., Mantiuk, R., and Heidrich, W. 2011. Blur-aware image downsampling. Comput. Graph. Forum 30, 2. Cross Ref
    15. Triggs, B. 2001. Empirical filter estimation for subpixel interpolation and matching. In ICCV.


ACM Digital Library Publication:



Overview Page:



Submit a story:

If you would like to submit a story about this presentation, please contact us: historyarchives@siggraph.org