{"title":"扫描仪相关噪声特性的Q. Clear PET图像重建工具","authors":"J. Lantos, A. Iagaru, C. Levin","doi":"10.1109/NSSMIC.2015.7582176","DOIUrl":null,"url":null,"abstract":"In this paper we compare the noise properties of the newly introduced Q.Clear image reconstruction algorithm and conventional OSEM using the ACR phantom measured on the GE Discovery 600 and 690 PET/CT scanners with various count statistics. In the D600 measurement the SNR decreases from 31.5±1.3 and 26.9±1.6 to 5.3±0.4 and 5.5±0.3 for the Q.Clear (with regularization strength parameter beta=350) and the OSEM images, respectively as the statistics decreases from 100% to 5%. The average mean hot concentration recovery values of the three biggest rods over all time slices are 0.57±0.01, 0.66±0.04 and 0.8±0.02 for Q.Clear (with beta=350) and 0.63±0.03, 0.71±0.05 and 0.83±0.03 for OSEM, respectively. The SUVmax related maximum hot activity concentration recovery calculated from the maximum concentration averaged for these 3 rods increased from 0.78 and 0.88 to 1.1 and 1.5, respectively for the two algorithms. In the D690 measurement the SNR decreases from 26.6±1.4 and 31.0±1.3 to 3.8±0.4 and 6.3±0.5 for Q.Clear and the OSEM, respectively. The mean hot concentration recovery values are 0.66±0.04, 0.8±0.02 and 0.92±0.01 for Q.Clear and 0.65±0.04, 0.78±0.02 and 0.9±0.02 for OSEM, respectively. The maximum hot activity concentration recovery increased from 0.98 and 0.93 to 2.3 and 1.4, respectively for the two algorithms. In summary for the two scanners the SNR of Q.Clear matches the SNR of OSEM with different regularization strength applied. Although the mean concentration recovery values were not significantly different in either measurement (with beta=350) the maximum recovery was affected by noise and was closer to one with Q.Clear in the case of D600 and with OSEM for the D690. Q.Clear resulted in significantly better cold contrast in bone for both scanners (0.053±0.004 vs. 0.106±0.01 and 0.0±0 vs. 0.144±0.004) and in air for the D690 (0.305±0.004 vs. 0.380±0.005).","PeriodicalId":106811,"journal":{"name":"2015 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Scanner dependent noise properties of the Q. Clear PET image reconstruction tool\",\"authors\":\"J. Lantos, A. Iagaru, C. Levin\",\"doi\":\"10.1109/NSSMIC.2015.7582176\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper we compare the noise properties of the newly introduced Q.Clear image reconstruction algorithm and conventional OSEM using the ACR phantom measured on the GE Discovery 600 and 690 PET/CT scanners with various count statistics. In the D600 measurement the SNR decreases from 31.5±1.3 and 26.9±1.6 to 5.3±0.4 and 5.5±0.3 for the Q.Clear (with regularization strength parameter beta=350) and the OSEM images, respectively as the statistics decreases from 100% to 5%. The average mean hot concentration recovery values of the three biggest rods over all time slices are 0.57±0.01, 0.66±0.04 and 0.8±0.02 for Q.Clear (with beta=350) and 0.63±0.03, 0.71±0.05 and 0.83±0.03 for OSEM, respectively. The SUVmax related maximum hot activity concentration recovery calculated from the maximum concentration averaged for these 3 rods increased from 0.78 and 0.88 to 1.1 and 1.5, respectively for the two algorithms. In the D690 measurement the SNR decreases from 26.6±1.4 and 31.0±1.3 to 3.8±0.4 and 6.3±0.5 for Q.Clear and the OSEM, respectively. The mean hot concentration recovery values are 0.66±0.04, 0.8±0.02 and 0.92±0.01 for Q.Clear and 0.65±0.04, 0.78±0.02 and 0.9±0.02 for OSEM, respectively. The maximum hot activity concentration recovery increased from 0.98 and 0.93 to 2.3 and 1.4, respectively for the two algorithms. In summary for the two scanners the SNR of Q.Clear matches the SNR of OSEM with different regularization strength applied. Although the mean concentration recovery values were not significantly different in either measurement (with beta=350) the maximum recovery was affected by noise and was closer to one with Q.Clear in the case of D600 and with OSEM for the D690. Q.Clear resulted in significantly better cold contrast in bone for both scanners (0.053±0.004 vs. 0.106±0.01 and 0.0±0 vs. 0.144±0.004) and in air for the D690 (0.305±0.004 vs. 0.380±0.005).\",\"PeriodicalId\":106811,\"journal\":{\"name\":\"2015 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC)\",\"volume\":\"8 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/NSSMIC.2015.7582176\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/NSSMIC.2015.7582176","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
摘要
本文通过在GE Discovery 600和690 PET/CT扫描仪上测量不同计数统计的ACR幻象,比较了新引入的Q.Clear图像重建算法和传统OSEM的噪声特性。在D600测量中,随着统计量从100%下降到5%,Q.Clear(正则化强度参数beta=350)和OSEM图像的信噪比分别从31.5±1.3和26.9±1.6下降到5.3±0.4和5.5±0.3。Q.Clear (β =350)和OSEM(0.63±0.03、0.71±0.05和0.83±0.03)三个最大棒在所有时间切片上的平均热浓度回收率分别为0.57±0.01、0.66±0.04和0.8±0.02。两种算法计算的SUVmax相关最大热活度浓度回收率分别从0.78和0.88提高到1.1和1.5。在D690测量中,Q.Clear和OSEM的信噪比分别从26.6±1.4和31.0±1.3下降到3.8±0.4和6.3±0.5。Q.Clear的平均热浓度回收率分别为0.66±0.04、0.8±0.02和0.92±0.01,OSEM的平均热浓度回收率分别为0.65±0.04、0.78±0.02和0.9±0.02。两种算法的最大热活性浓度回收率分别从0.98和0.93提高到2.3和1.4。综上所述,对于两种扫描器,Q.Clear的信噪比与应用不同正则化强度的OSEM信噪比相匹配。虽然两种测量方法的平均浓度回收率没有显著差异(β =350),但最大回收率受到噪声的影响,D600的Q.Clear和D690的OSEM更接近。两种扫描仪的骨冷对比(0.053±0.004 vs. 0.106±0.01和0.0±0 vs. 0.144±0.004)和D690的空气冷对比(0.305±0.004 vs. 0.380±0.005)明显更好。
Scanner dependent noise properties of the Q. Clear PET image reconstruction tool
In this paper we compare the noise properties of the newly introduced Q.Clear image reconstruction algorithm and conventional OSEM using the ACR phantom measured on the GE Discovery 600 and 690 PET/CT scanners with various count statistics. In the D600 measurement the SNR decreases from 31.5±1.3 and 26.9±1.6 to 5.3±0.4 and 5.5±0.3 for the Q.Clear (with regularization strength parameter beta=350) and the OSEM images, respectively as the statistics decreases from 100% to 5%. The average mean hot concentration recovery values of the three biggest rods over all time slices are 0.57±0.01, 0.66±0.04 and 0.8±0.02 for Q.Clear (with beta=350) and 0.63±0.03, 0.71±0.05 and 0.83±0.03 for OSEM, respectively. The SUVmax related maximum hot activity concentration recovery calculated from the maximum concentration averaged for these 3 rods increased from 0.78 and 0.88 to 1.1 and 1.5, respectively for the two algorithms. In the D690 measurement the SNR decreases from 26.6±1.4 and 31.0±1.3 to 3.8±0.4 and 6.3±0.5 for Q.Clear and the OSEM, respectively. The mean hot concentration recovery values are 0.66±0.04, 0.8±0.02 and 0.92±0.01 for Q.Clear and 0.65±0.04, 0.78±0.02 and 0.9±0.02 for OSEM, respectively. The maximum hot activity concentration recovery increased from 0.98 and 0.93 to 2.3 and 1.4, respectively for the two algorithms. In summary for the two scanners the SNR of Q.Clear matches the SNR of OSEM with different regularization strength applied. Although the mean concentration recovery values were not significantly different in either measurement (with beta=350) the maximum recovery was affected by noise and was closer to one with Q.Clear in the case of D600 and with OSEM for the D690. Q.Clear resulted in significantly better cold contrast in bone for both scanners (0.053±0.004 vs. 0.106±0.01 and 0.0±0 vs. 0.144±0.004) and in air for the D690 (0.305±0.004 vs. 0.380±0.005).