Myocardial perfusion imaging (MPI) with single photon emission computer tomography (SPECT) is a well-established tool for the diagnosis of coronary artery disease (CAD). However, soft tissue attenuation is a common artifact which limits the diagnostic accuracy of MPI. The aim of this study was to determine whether attenuation correction (AC) improved diagnostic performance of MPI, using coronary angiography as reference standard. Methods: MEDLINE and EMBASE were searched until March 2015 for studies evaluating AC MPI for the diagnosis of CAD. Methodological quality was assessed using the Quality Assessment of Diagnostic Accuracy Studies tool. For each study, the sensitivity, specificity, and diagnostic odds ratio, along with 95% confidence intervals (CIs), were calculated to determine the diagnostic accuracy of AC vs. non-attenuation corrected (NAC) MPI. A bivariate mixed-effect model was applied for pooling the data. Results: Out of 201 articles, 17 studies (1,701 patients) were identified including five studies which used computed tomography AC (CTAC), 12 studies which used radionuclide source AC (RAC), and 15 studies which reported NAC results. The pooled sensitivities across studies were 0.80 (95%CI, 0.64-0.91), 0.85 (0.81-0.88), 0.84 (0.79-0.88) and 0.80 (0.75-0.85) for CTAC, RAC, all AC, and NAC, respectively; and pooled specificities were 0.83 (0.71-0.91), 0.81 (0.73-0.86), 0.80 (0.74-0.85) and 0.68 (0.61-0.74). This resulted in a pooled diagnostic odds ratios of 20 (95%CI, 12-34), 24 (13- 43), 22 (13-35) and 9 (7-11). Significant differences in specificity and diagnostic odds ratios were noted when comparing AC (including CTAC, RAC and all AC) vs. NAC. Conclusion: The results from this study suggested that attenuation correction should be applied to myocardial perfusion imaging to improve the diagnosis of CAD, especially the specificity.