Table 1 Various loss functions and their purpose.
From: Modified energy-based GAN for intensity in homogeneity correction in brain MR images
S.No | Loss term | Purpose | Effect on output |
|---|---|---|---|
1 | Guidance L1 | Pixel accuracy | Structural correctness |
2 | Adversarial | Visual realism | Sharp, realistic textures |
3 | Histogram correlation | Contrast/brightness distribution | Natural-looking lighting |
4 | 3D Loss | Spatial coherence in volumes | 3D or temporal consistency |
5 | Pulling-Away Term | Sample diversity | Prevents mode collapse |
