Do Depressive Facial Patterns Transfer Across Cultures and Contexts? Evidence from a German RCT and E-DAIC

arXiv:2609.05543 · cs.CV, cs.HC · Submitted 2026-09-02 · Read on arXiv

cs.CV, cs.HC

Submitted: 2026-09-02

Updated: 2026-09-02

Comments: 12 pages, 3 figures. Presented at the ACM KDD 2026 Workshop on AI for Cognitive and Mental Health Support (AI4Mental), Jeju, South Korea

Journal ref: ACM KDD 2026 Workshop on AI for Cognitive and Mental Health Support (AI4Mental), Jeju, South Korea, August 9, 2026

Code: https://github.com/MishaSadeghi/cross-corpus-facial-depression

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

AUC — 28× in this paper · explained in 2 episodes
Generalization — 10× in this paper · explained in 13 episodes
Alignment — 7× in this paper · explained in 1 episode
Feature Selection — 5× in this paper · explained in 4 episodes
Robustness — 5× in this paper · explained in 5 episodes
alpha — 5× in this paper · explained in 1 episode
Affective Computing — 4× in this paper · explained in 1 episode
Domain Shift — 4× in this paper · explained in 4 episodes
Foundation Model — 3× in this paper · explained in 3 episodes
Transferability — 3× in this paper · explained in 4 episodes
Benchmark — 2× in this paper · explained in 2 episodes
Calibration — 2× in this paper · explained in 7 episodes
Cognitive Reappraisal — 2× in this paper
Feature Extraction — 2× in this paper · explained in 2 episodes
Foundation Models — 2× in this paper · explained in 7 episodes
Active Elicitation — 1× in this paper · explained in 1 episode
Affective Signal — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Anti-Depressive Facial Expression — 1× in this paper
Automatic Face and Gesture Recognition — 1× in this paper
Clustering — 1× in this paper · explained in 2 episodes
Cognitive Load — 1× in this paper · explained in 2 episodes
Consistency — 1× in this paper · explained in 3 episodes
Core — 1× in this paper · explained in 2 episodes
F1 Score — 1× in this paper · explained in 3 episodes
Homogeneity — 1× in this paper · explained in 2 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Multi-Agent System — 1× in this paper · explained in 5 episodes
Multimodal Fusion — 1× in this paper · explained in 3 episodes
Support Vector Classifier — 1× in this paper
Support Vector Regression — 1× in this paper
Support Vector Regression (SVR) — 1× in this paper · explained in 2 episodes
Unified Framework — 1× in this paper · explained in 5 episodes

Terminology

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