Objective To evaluate the therapeutic effect of standing balance dynamic enhancement training combined with high-precision transcranial direct current stimulation on post-stroke hemiplegic patients. Methods This study was a randomized controlled trial. A total of 92 post-stroke hemiplegic patients in Shaanxi Rehabilitation Hospital from January 2021 to December 2023 were included and were divided into an experimental group and a control group according to the coin-tossing method, with 46 cases in each group. In the experimental group, there were 24 males and 22 females, aged (60.21±5.18) years, with a body mass index (BMI) of (23.89±2.41) kg/m2, 29 cases of ischemic stroke and 17 cases of hemorrhagic stroke, 23 cases of left hemiplegia and 23 cases of right hemiplegia, 11 cases of grade I standing balance, 18 cases of grade II, and 17 cases of grade III. In the control group, there were 23 males and 23 females, aged (59.37±5.23) years, with a BMI of (23.56±2.34) kg/m2, 28 cases of ischemic stroke and 18 cases of hemorrhagic stroke, 22 cases of left hemiplegia and 24 cases of right hemiplegia, 12 cases of grade Ⅰ standing balance, 17 cases of grade Ⅱ, and 17 cases of grade Ⅲ. The control group received high-precision transcranial direct current stimulation treatment, and the experimental group received standing balance dynamic enhancement training on the basis. Both groups were treated for 8 weeks. The walking ability [Functional Ambulation Classification (FAC)], balance function [Brunel Balance Assessment (BBA)], muscle strength, upper limb motor function [Wolf Motor Function Test (WMFT) and Fugl-Meyer Assessment for Upper Extremity (UE-FMA)], serum factors [nerve growth factor (NGF), S100-β protein, and neurotrophin-3 (NT-3)], neurological function [Chinese Stroke Scale (CSS)], and quality of life [Stroke Specific Quality of Life Scale (SS-QOL)] were compared between the two groups. Statistical methods included t-test and rank sum test. Results After 8 weeks of treatment, the FAC grade of the experimental group was better than that of the control group (Z=2.189, P=0.029). After 8 weeks of treatment, the scores of sitting balance, standing balance, and walking function in the experimental group were (2.41±0.34) points, (2.53±0.36) points, and (3.56±0.51) points, which were higher than those in the control group [(1.17±0.17) points, (1.20±0.17) points, and (2.89±0.49) points], with statistically significant differences (t=22.124, 22.658, and 6.425, all P<0.05). The peak flexion moment, peak extension moment, and flexion-extension moment ratio in the experimental group were (32.72±3.68) J, (67.65±7.30) J, and 0.55±0.12, which were higher than those in the control group [(22.24±3.16) J, (51.40±6.64) J, and 0.40±0.08], with statistically significant differences (t=14.654, 11.169, and 7.054, all P<0.05). The WMFT score and UE-FMA score of the experimental group were (25.55±3.72) points and (35.29±5.04) points, which were higher than those of the control group [(19.60±2.87) points and (21.77±3.11) points], with statistically significant differences (t=8.589 and 15.483, both P<0.05). The level of S100-β in the experimental group was (0.66±0.23) μg/L, which was lower than that in the control group [(0.92±0.27) μg/L]; the levels of NGF and NT-3 were (147.94±17.53) ng/L and (11.22±1.96) ng/L, which were higher than those in the control group [(139.78±15.39) ng/L and (9.63±1.53) ng/L], with statistically significant differences (t=4.972, 2.373, and 4.337, all P<0.05). The CSS score of the experimental group was (7.19±1.76) points, which was lower than that of the control group [(9.45±2.13) points]; the SS-QOL score was (129.56±14.36) points, which was higher than that of the control group [(119.52±12.51) points], with statistically significant differences (t=5.548 and 3.575, both P<0.05). Conclusion Standing balance dynamic enhancement training combined with high-precision transcranial direct current stimulation significantly improved the walking ability, balance function, muscle strength, upper limb motor function, and quality of life in post-stroke hemiplegic patients, also optimized the neurological function and regulated the key serum factors, providing an effective rehabilitation strategy for post-stroke hemiplegia.