Abstract
The file size of images generated using digital mammography systems varies between 8 MB and 50 MB. The amount of data to be stored in digital screening programs is huge. Image compression may be helpful. In this study 8491 digital and digitised mammography images are compressed using 14 lossless compression schemes. The results show that using lossless image compression, the total amount of data to be stored can be reduced by a factor of 1.3 to 6.9 without loss of image quality. The actual data reduction depends strongly on the selected compression algorithm and the systems used to acquire and process the mammograms. The JPEG-LS and JPEG 2000 algorithms, both included in the DICOM standard, prove to be promising algorithms for screening programs because of the high compression ratios.
Keywords
- Compression Ratio
- Image Compression
- Compression Algorithm
- Digital Mammography
- Lossy Compression
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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References
Przelaskowski, A.: Compression of mammograms for medical practise. In: 2004 ACM Symposium on Applied Computing, pp. 249–253 (2004)
Clunie, D.: Lossless Compression of Grayscale Medical Images – Effectiveness of Traditional and State of the Art Approaches. In: Proc. SPIE (Medical Imaging), vol. 3980 (February 2000)
Perlmutter, S.M., et al.: Image quality in lossy compressed digital mammograms. Signal Processing 59, 189–210 (1997)
Kivijärvi, J., et al.: A comparison of lossless compression methods for medical images. Computerized Medical Imaging and Graphics 22, 323–339 (1998)
NEMA Standards Publication PS 3.5, Digital Imaging and Communications in Medicine (DICOM), Part 5: Data Structures and Encoding, National Electrical Manufacturers Association (2004)
ISO/IS 10918-1, Digital compression and coding of continuous-tone still images: Requirements and guidelines (1994)
ISO/IS 14495-1, Lossless and near-lossless compression of continuous-tone still images- baseline (2000)
ISO/IS 15444-1, JPEG 2000 image coding system - Core coding system (2002)
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© 2006 Springer-Verlag Berlin Heidelberg
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Visser, R., Oostveen, L., Karssemeijer, N. (2006). Lossless Compression of Digital Mammograms. In: Astley, S.M., Brady, M., Rose, C., Zwiggelaar, R. (eds) Digital Mammography. IWDM 2006. Lecture Notes in Computer Science, vol 4046. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11783237_72
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DOI: https://doi.org/10.1007/11783237_72
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-35625-7
Online ISBN: 978-3-540-35627-1
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