电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2014年
2期
280-287
,共8页
分数阶小波变换%小波变换%多分辨率分析%图像降噪
分數階小波變換%小波變換%多分辨率分析%圖像降譟
분수계소파변환%소파변환%다분변솔분석%도상강조
fractional wavelet transform%wavelet transform%multiresolution analysis%image denoising
分数阶小波变换是小波变换时间-频域的分析方法在时间-分数阶频率域的推广,在时间和分数阶频率域具有表征信号特征的能力。本文在离散分数阶正交小波变换(DFRWT )多分辨率分析(MRA )理论基础上,推导出DFRWT系数分解及重构新形式并作二维扩展。根据图像DFRWT子带系数能量随不同阶数p变化的特点,提出基于DFRWT阈值降噪新方法。该方法在保持子带低频能量为绝对大值条件下,适当提高子带高频能量值,更利于抑制图像噪声。实验结果表明,与传统小波阈值降噪方法相比,该方法主观质量得到了明显增强,提高了峰值信噪比。
分數階小波變換是小波變換時間-頻域的分析方法在時間-分數階頻率域的推廣,在時間和分數階頻率域具有錶徵信號特徵的能力。本文在離散分數階正交小波變換(DFRWT )多分辨率分析(MRA )理論基礎上,推導齣DFRWT繫數分解及重構新形式併作二維擴展。根據圖像DFRWT子帶繫數能量隨不同階數p變化的特點,提齣基于DFRWT閾值降譟新方法。該方法在保持子帶低頻能量為絕對大值條件下,適噹提高子帶高頻能量值,更利于抑製圖像譟聲。實驗結果錶明,與傳統小波閾值降譟方法相比,該方法主觀質量得到瞭明顯增彊,提高瞭峰值信譟比。
분수계소파변환시소파변환시간-빈역적분석방법재시간-분수계빈솔역적추엄,재시간화분수계빈솔역구유표정신호특정적능력。본문재리산분수계정교소파변환(DFRWT )다분변솔분석(MRA )이론기출상,추도출DFRWT계수분해급중구신형식병작이유확전。근거도상DFRWT자대계수능량수불동계수p변화적특점,제출기우DFRWT역치강조신방법。해방법재보지자대저빈능량위절대대치조건하,괄당제고자대고빈능량치,경리우억제도상조성。실험결과표명,여전통소파역치강조방법상비,해방법주관질량득도료명현증강,제고료봉치신조비。
The fractional wavelet transform extend the analysis method of wavelet transform about time-frequency domain to time-fractional frequency domain ,can characterize signal features in time and fractional-frequency domain .Based on the theory of multiresolution analysis (MRA ) of the fractional wavelet ,the new forms about coefficient decomposition and reconstruction of dis-crete fractional wavelet transform (DFRWT ) are given and made two-dimensional expansion .According to the feature of subband coefficient energy of image based on DFRWT varies with different p order ,a novel image threshold denoising method based on DFRWT is proposed .The method in conditions of keeping the energy of low frequency subband for absolute great value ,appropriate to raise the distribution of energy percentage ,more beneficial for image noise suppression .The experimental results show that the performance of this method is better than the traditional wavelet threshold denoising method both in vision effect and peak signal to noise ratio .