Custom Loss Study

'a watercolor painting of a mountain path'
...with different variations of custom_loss used for comparison

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"

aesthetic

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "aesthetic:-1"

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "aesthetic:0.2"

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "aesthetic:0.5"

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "aesthetic:1"

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "aesthetic:2"

symmetry

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: symmetry:-1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: symmetry:0.1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: symmetry:.5

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: symmetry:1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: symmetry:2

saturation

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: saturation:-1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: saturation:.2

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: saturation:.5

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: saturation:1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: saturation:2

smoothness

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: smoothness:-1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: smoothness:.2

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: smoothness:.5

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: smoothness:1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: smoothness:2

palette

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "palette:-1"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "palette:.2"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "palette:.5"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "palette:1"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "palette:2"
palette: "https://lospec.com/palette-list/aurora-32x.png"

4-in-1

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "smoothness:-1, saturation:-1, symmetry:-1, palette:-1"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "smoothness:.2, saturation:.2, symmetry:.2, palette:.2"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "smoothness:.5, saturation:.5, symmetry:.5, palette:.5"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "smoothness:1, saturation:1, symmetry:1, palette:1"
palette: "https://lospec.com/palette-list/aurora-32x.png" 

prompts: 'a watercolor painting of a mountain path'
quality: draft
size: [400,400]
iterations: 100
scale: 8
clip_models: RN50,ViT-B/16,ViT-B/32
seed: 42
drawer: vqgan
vqgan_model: "wikiart_16384"
custom_loss: "smoothness:2, saturation:2, symmetry:2, palette:2"
palette: "https://lospec.com/palette-list/aurora-32x.png"