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Page 1: Medical Image Compression by Discrete Cosine Transform ...

Medical Image Compression by Discrete Cosine Transform Spectral

Similarity Strategy

Source: IEEE Transactions on Information Technology in Biomedicine, Vol. 5, No. 3, Sept. 2001

Authors: Yung-Gi Wu and Shen-Chuan Tai

Speaker: Hsien-Chu Wu

Date: 02/21/2002

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Outline

• Introduction

• Proposed strategy

• Simulation results

• Conclusions

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IntroductionGoal: Develop a strategy to raise the compression ration by exploiting spectra similarity while preserving good decoded quality.

Observation:

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Proposed Strategy

A. Spectrum Reorganization

Need a buffer to store all individual 88 DCT transformed data sequentially

/.index spectrum /1)-(N/b)(j,0 ,,

/,indexfrequency /1)-(bkl,0 ,,

,/,/

iji

kl

bjkbiljbNkibNl

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Proposed Strategy

B. Band Similarity for Further Bit-Rate Reduction

1. Quantization

/.8nm,0 /

ψγ

j8;j0;jfor

i8;i 0;ifor

nm,

nm,ji,nm,

ji,

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Proposed Strategy

2. Discarding the insignificant bands

it discard and band

ant insignific an as assign ), threshold( If

γ

j)(i,

1-/8image_size

0k

1-/8image_size

0l

ji,k,l

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Proposed Strategy

. assign error to minimum posses one the

findingby obtained be can matchbest The

γγ

γand γ

for error of valueabsolute theof sum theCalculate

n)(m,

1-/8image_size

0i

1-/8image_size

0j

p,qji,

nm,ji,

,,

(p,q)n)(m,

nmqpD

3. Seeking a best similarity matching band for each significant band

.dby drepresente be can γ

(p,q)n)(m,(p,q)n)(m,n)(m,

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Simulation Results

Fig. 1 Decoded angiogram by the proposed method

Fig. 2 Decoded angiogram by

JPEG

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(a) (b)

(c)Fig. 3. Test of angiogram image; (a) Original image;(b)Bit rate =0.22 bpp, PSNR=44.98dB;(c)Difference image

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(a) (b)

Fig. 4. Test of angiogram image; (a) Original image;(b)Bit rate =0.55 bpp, PSNR=38.11dB;(c)Difference image

(c)

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Simulation Results

Table 1 Performance comparison of JPEG and the proposed method

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Simulation Results

Fig. 5. Chart of performance comparison

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Conclusions

• Three major procedures, including band gathering, significance selection and band similarity matching having been presented to reduce the bit rate .

• The proposed method is equal-sized sub-band decomposition and can achieved the perfect reconstruction without quantization.


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