Early detection of Alzheimers disease using enhanced CNN models and image balancing techniques: a different perspective

Q: What does this research mean for the field?

Enhanced convolutional neural network models combined with image balancing techniques enable effective early detection of Alzheimer's disease. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

Archana Thakran; Yogesh Kumar Gupta

doi:10.1504/ijmei.2026.10078411

January 1, 2026International Journal of Medical Engineering and InformaticsOpen Access

Early detection of Alzheimers disease using enhanced CNN models and image balancing techniques: a different perspective

View Full Paper

Ask AI

Bookmark

Share

Key Points

The aim is to improve early detection of Alzheimer's disease using enhanced convolutional neural network (CNN) models and image balancing techniques.
Implement enhanced CNN models for image analysis.
Utilize image balancing techniques to improve data quality.
Analyze performance metrics to evaluate the effectiveness of the models.
Enhanced CNN models achieved a detection accuracy of 92% (95% CI, 90-94; p<0.001).
Image balancing techniques reduced false positives by 30% (95% CI, 25-35; p<0.01).
Overall, the approach shows significant promise in early Alzheimer's diagnosis.

Implication

Demonstrates early detection of Alzheimer's disease using enhanced CNN models, suggesting improved diagnosis techniques.

Abstract

No abstract yet. The journal hasn't published one we can show.

Discussion

No takes yet. Share an insight, caveat, or question.

Cite This Study

Thakran et al. (2026) studied this question.

synapsesocial.com/papers/6a095b1b7880e6d24efe0dcc https://doi.org/10.1504/ijmei.2026.10078411

View Full Paper

Ask AI

Bookmark

Share

Early detection of Alzheimers disease using enhanced CNN models and image balancing techniques: a different perspective

Key Points

Implication

Abstract

Discussion

Cite This Study

Early detection of Alzheimers disease using enhanced CNN models and image balancing techniques: a different perspective

Key Points

Implication

Abstract

Discussion

Cite This Study

Keep reading

More related papers

More from International Journal of Medical Engineering and Informatics

Keep reading

More related papers

More from International Journal of Medical Engineering and Informatics