Table 5 Statistical significance of component ablations.
From: Adaptive diffusion models for overcoming data scarcity in long-distance face recognition
Component removed | Metric | Mean difference | 95% CI | t-statistic | p-value | Effect size (Cohen’s d) |
|---|---|---|---|---|---|---|
FCEM | PSNR | − 2.66 | [− 2.89, − 2.43] | − 12.7 | < 0.001*** | 1.28 |
Detection AP | − 0.064 | [− 0.078, − 0.050] | − 8.9 | < 0.001*** | 0.39 | |
FAIE | PSNR | − 2.93 | [− 3.18, − 2.68] | − 14.2 | < 0.001*** | 1.41 |
Detection AP | − 0.089 | [− 0.105, − 0.073] | − 10.4 | < 0.001*** | 0.51 | |
Both (Diffusion only) | PSNR | − 4.42 | [− 4.73, − 4.11] | − 18.6 | < 0.001*** | 2.09 |
Detection AP | − 0.141 | [− 0.162, − 0.120] | − 14.7 | < 0.001*** | 0.89 |