Backgrounds Prediction of left ventricular functional recovery is important after myocardial infarction. The impact of quantitative perfusion and motion analyses with gated single-photon emission computed tomography (SPECT) on predictive ability has not been clearly defined in multi-center studies. Methods A total of 252 patients with recent myocardial infarction (n=74) and old myocardial infarction (n=175) were registered from 25 institutions. All patients underwent resting gated SPECT using 99m Tc-MIBI, and repeated the study after revascularization after an average follow-up period of 132±81 days. Visual and quantitative assessment of perfusion and wall motion were performed in 5040 segments. Results Non-gated segmental %uptake and end-systolic (ES) %uptake were good predictors of wall motion recovery and significantly differed between improved and non-improved groups (66±17% and 55±18%, p<0.0001 for non-gated, 64±16% and 51±17% for ES %uptake, p<0.0001). The area under the curve (AUC) of receiver-operating characteristics curve (ROC) for non-gated %uptake, ES %uptake, end-diastolic (ED) %uptake and visual perfusion defect score was 0.70, 0.71, 0.61 and 0.56, respectively. Sensitivity and specificity of %uptake were 68% and 64% for non-gated map and 80% and 52% for ES %uptake map. An optimal threshold for predicting segmental improvement was 63% for non-gated and 52% for ES %uptake values. Conclusion Segmental 99m Tc-MIBI uptake provided a useful predictor of wall motion improvement. Application of quantitative approach with non-gated and ES %uptake enhanced predictive accuracy over visual analysis particularly in a multi-center study.