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HISTOR Y OF AUTOMATED FINGERPRINT IDENTIFICATION SYSTEMS           49



          are run and the data analyzed, the manufacturer submits them to the FBI for
          evaluation. Then, if successful, they receive a letter of certification from the
          FBI, specifying compliance with either Appendix F or G. Almost all AFIS
          and livescan acquisitions have specified one of the two EFTS IQS Appendices
          since 1994.
            It is important to note that while a vendor might have a letter of certifica-
          tion for their livescan and compression products, the units still need to be
          cleaned frequently and calibrated from time to time, and the compression rate
          must be set properly. Think of the EPA ratings for gas mileage—your car might
          not experience the same results as the tests. The same holds true for your live-
          scan. In fact, the FBI has noted a constant creep in the compression rate of
          electronic submittals, from around 15:1 (the specified compression rate) all
          the way up to 20:1.


          2.7.4 COMPRESSION STANDARD
          Transmittal of the 14 fingerprint images associated with a fingerprint card (or
          livescan capture) at 500ppi (in both the X and Y axis) required 10MB per
          person. With 28.8kbps modems in use, there was no way they would all make
          it from local police to the state identification bureau, where the FBI would
          provide a wideband network (the CJIS WAN). The JPEG format, being based
          on 8-X8 pixel tiles, was not compatible with fingerprint images, resulting in
          banding effects upon reconstruction. As a result of this deficiency, Tom Hopper
          settled on Wavelet Scalar Quantization (WSQ) compression with a compression
          rate of 20:1. It was specified in the Wavelet Scalar Quantization (WSQ) Grayscale
          Fingerprint Image Compression Specification; the most recent version is December
          19, 1997, IAFIS-IC-0110v3. A key part of the compression scheme is that the
          compressed images contain not only the compressed image data but also a copy
          of the Transform Table, Quantization Table, and the Huffman Table to permit
          decompression.
            In the summer of 1993, the IAI challenged the FBI’s use of WSQ at 20:1
          even though they had not yet seen any compressed–decompressed images. The
          FBI agreed to sponsor a double blind test at NIST for the IAI. The result was
          presented to the FBI in January 1994 by the chair of the IAI’s AFIS Committee,
          Michael Fitzpatrick of the Illinois State Police Lab. It confirmed what the IAI
          had suspected. At 20:1, approximately 81% of the fingerprints had “some blur-
          ring of ridge detail with some loss of pore and ridge edge information.” While
          there was no loss of Galton (second-level detail), the degradation of some third-
          level detail led the FBI to settle on a 15:1 average compression rate.
            In 2000, with the advent of Type 14 variable density images and JPEG 2000
          compression (also based on wavelets), for the first time since 1995 (the UK
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