Enhancing mental health diagnostics through deep learning-based image classification

These results underscore the effectiveness of integrating clinical knowledge with advanced AI techniques. Our approach aligns with broader goals in healthcare AI: fostering more personalized, transparent, and reliable diagnostic systems for mental health. Ultimately, it supports the development of diagnostic tools that generalize better, quantify uncertainty more reliably, and align more closely with clinical reasoning.

Authors

Institutions

Publication Details

Journal
Frontiers in Medicine
Published
2025-08-04
DOI
https://doi.org/10.3389/fmed.2025.1627617
Citations
2
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
4.96
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Enhancing mental health diagnostics through deep learning-based image classification

Rong Zeng, Lixin Zhang
2 citations
Frontiers in Medicine
Machine Learning in Healthcare
4.96
article

Enhancing mental health diagnostics through deep learning-based image classification

Rong Zeng, Lixin Zhang
article en
2 citations

Abstract

These results underscore the effectiveness of integrating clinical knowledge with advanced AI techniques. Our approach aligns with broader goals in healthcare AI: fostering more personalized, transparent, and reliable diagnostic systems for mental health. Ultimately, it supports the development of diagnostic tools that generalize better, quantify uncertainty more reliably, and align more closely with clinical reasoning.

Frontiers in MedicineVol. 12
Hebei University of Economics and Business (CN), Guangxi University (CN)
Peace, Justice and strong institutions
Openalex Percentile: Top 5%
Machine Learning in Healthcare
4.96
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Enhancing mental health diagnostics through deep learning-based image classification — Rong Zeng, Lixin Zhang · Frontiers in Medicine (2025) | TGRS Research Map | TGRS