Non-compliance with spectacle wear undermines global health initiatives aimed at eliminating uncorrected refractive error—a preventable cause of visual impairment—by providing free or affordable spectacles to underserved populations. Non-compliance, however, is often identified too late, delaying effective health promotion strategies. This study evaluates the association between early-assessed vision-related quality of life (QoL) following spectacle correction and long-term compliance in adults. A comprehensive eye examination was conducted on 3052 university students to identify those visually impaired (presenting acuity ≥ Snellen 6/12 in the better eye) due to uncorrected refractive error. After refractive correction, participants achieving a best-corrected visual acuity of Snellen 6/6 completed the National Eye Institute 25-item Visual Function Questionnaire (NEI-VFQ-25) at baseline and within the first week of correction. A 6-month follow-up assessed compliance with spectacle wear. The average baseline NEI-VFQ-25 score improved from 67.35 (± 13.53%) to 90.56 (± 8.45%) with spectacle correction (P < 0.001) in the first week, with individual changes ranging from 2 to 70%. After 6 months, only 54 (47%) out of the 115 eligible participants (58 females; ages 18 to 29) were compliant. Following the adjustment for covariates, the results revealed that gains in NEI-VFQ-25 score below 40 were significantly associated with reduced compliance over the 6-month period (OR: 0.39, 95% CI: 0.06–0.99, P = 0.047). This supports an association between early vision-related QoL and long-term compliance. Scheduling a short follow-up to assess vision-related QoL within the first week after dispensing spectacles may help identify potential non-compliant wearers early, allowing for timely interventions.