Abstract Introduction Successful sinus rhythm restoration by catheter ablation (CA) of atrial fibrillation (AF) rapidly improves cardiac function in patients with left ventricular (LV) systolic dysfunction. However, the underlying mechanism of this recovery remains unknown. Purpose To elucidate the mechanism of the functional recovery after CA of AF and systolic dysfunction. Methods We retrospectively examined 4001 consecutive patients who underwent first-time CA of AF between 2012 and 2021 at our institution. Of them, 505 patients had baseline LV ejection fraction (LVEF) of <50%. Among them, we enrolled 454 patients who received electrocardiogram-gated contrast-enhanced 256-slice multi-detector computed tomography (MDCT) (Brilliance iCT, Philips Medical Systems, Cleveland, Ohio) both at baseline and 3 months after CA. Changes in LV measures, wall thickness, and LV mass were examined based on MDCT data. Results A reduction of LV end-systolic volume (LVESV) (from 71 ± 37 ml to 46 ± 34 ml, p <0.001) and improvement of LVEF (from 39 ± 9% to 62 ± 14%, p <0.001) were observed after CA. However, there was no significant change in LV end-diastolic volume (LVEDV) (from 118 ± 49 ml to 116 ± 46 ml, p = 0.13). Mean wall thickness during diastole did not change (from 7.1 ± 1.4 mm to 7.1 ± 1.4 mm, p = 0.94), either. However, wall thickness during systole significantly changed after CA (from 10.0 ± 1.7 mm to 12.7 ± 2.8 mm, p <0.001). As a result, there was no significant change in LV mass after CA (from 84.3 ± 28.7 g to 84.4 ± 28.1 g, p = 0.88). A regression analysis revealed a significant inverse correlation between the delta LVEF and delta LVESV (r = -0.59, p <0.001). However, the delta LVEF was not correlated with the delta LVEDV and delta LV mass. Conclusions The rapid improvement of LVEF after CA of AF was attributed to a decrease in the LVESV. Unchanged LV mass indicated that this functional recovery was solely a mechanical issue, without evidence of myocyte regression.