학술논문

High-Throughput Lossy-to-Lossless 3D Image Compression
Document Type
Periodical
Source
IEEE Transactions on Medical Imaging IEEE Trans. Med. Imaging Medical Imaging, IEEE Transactions on. 40(2):607-620 Feb, 2021
Subject
Bioengineering
Computing and Processing
Image coding
Multiresolution analysis
Codecs
Wavelet transforms
Throughput
Three-dimensional displays
Bandwidth
Image compression
integration of multiscale information
parallel computing
Language
ISSN
0278-0062
1558-254X
Abstract
The rapid increase in medical and biomedical image acquisition rates has opened up new avenues for image analysis, but has also introduced formidable challenges. This is evident, for example, in selective plane illumination microscopy where acquisition rates of about 1–4 GB/s sustained over several days have redefined the scale of I/O bandwidth required by image analysis tools. Although the effective bandwidth could, principally, be increased by lossy-to-lossless data compression, this is of limited value in practice due to the high computational demand of current schemes such as JPEG2000 that reach compression throughput of one order of magnitude below that of image acquisition. Here we present a novel lossy-to-lossless data compression scheme with a compression throughput well above 4 GB/s and compression rates and rate-distortion curves competitive with those achieved by JPEG2000 and JP3D.