Update README.md
Browse files
README.md
CHANGED
@@ -12,37 +12,75 @@ tags:
|
|
12 |
inference: true
|
13 |
---
|
14 |
|
15 |
-
# Text-to-image finetuning - iamkaikai/amazing-logos
|
16 |
|
17 |
-
This pipeline was finetuned from **runwayml/stable-diffusion-v1-5** on the **iamkaikai/amazing_logos_v3** dataset.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
18 |
|
19 |
-
![val_imgs_grid](./val_imgs_grid.png)
|
20 |
|
21 |
|
22 |
-
|
23 |
|
24 |
-
You can use the pipeline like so:
|
25 |
|
26 |
-
|
27 |
-
|
28 |
-
import torch
|
29 |
|
30 |
-
|
31 |
-
|
32 |
-
image = pipeline(prompt).images[0]
|
33 |
-
image.save("my_image.png")
|
34 |
```
|
35 |
|
36 |
-
|
37 |
|
38 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
39 |
|
40 |
-
|
41 |
-
|
42 |
-
|
43 |
-
|
44 |
-
|
45 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
46 |
|
|
|
47 |
|
48 |
-
|
|
|
|
|
|
12 |
inference: true
|
13 |
---
|
14 |
|
15 |
+
# Text-to-image finetuning - iamkaikai/amazing-logos
|
16 |
|
17 |
+
This pipeline was finetuned from **runwayml/stable-diffusion-v1-5** on the **iamkaikai/amazing_logos_v3** dataset.
|
18 |
+
Update: this model supports colored logos
|
19 |
+
|
20 |
+
## Training info
|
21 |
+
|
22 |
+
These are the key hyperparameters used during training:
|
23 |
+
|
24 |
+
* Dataset size: 110k
|
25 |
+
* Epochs: 16
|
26 |
+
* Learning rate: 5e-07
|
27 |
+
* Batch size: 16
|
28 |
+
* Gradient accumulation steps: 1
|
29 |
+
* Image resolution: 512
|
30 |
+
* Mixed-precision: fp16
|
31 |
|
|
|
32 |
|
33 |
|
34 |
+
![preview](./grid-0008.jpg)
|
35 |
|
|
|
36 |
|
37 |
+
## Prompt Format
|
38 |
+
The prompt format is as follows:
|
|
|
39 |
|
40 |
+
```javascript
|
41 |
+
{template keywords} + [company name] + [concept & country] + {template keywords}
|
|
|
|
|
42 |
```
|
43 |
|
44 |
+
For example:
|
45 |
|
46 |
+
Colored logo
|
47 |
+
```text
|
48 |
+
Simple elegant logo for **[Google]**, **[G circle United states]**, successful vibe, minimalist, thought-provoking, abstract, recognizable
|
49 |
+
```
|
50 |
+
monochrome logo
|
51 |
+
```text
|
52 |
+
Simple elegant logo for **[Google]**, **[G circle United states]**, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white
|
53 |
+
```
|
54 |
|
55 |
+
The [concept & country] section can include words such as:
|
56 |
+
- lines
|
57 |
+
- circles
|
58 |
+
- triangles
|
59 |
+
- dot
|
60 |
+
- crosses
|
61 |
+
- waves
|
62 |
+
- square
|
63 |
+
- letters (A-Z)
|
64 |
+
- 3D
|
65 |
+
- Angled
|
66 |
+
- Arrows
|
67 |
+
- cube
|
68 |
+
- Diamond
|
69 |
+
- Hexagon
|
70 |
+
- Loops
|
71 |
+
- outline
|
72 |
+
- ovals
|
73 |
+
- rectangle
|
74 |
+
- reflection
|
75 |
+
- rings
|
76 |
+
- round
|
77 |
+
- semicircle
|
78 |
+
- spiral
|
79 |
+
- woven
|
80 |
+
- stars
|
81 |
|
82 |
+
Here are some examples of prompts:
|
83 |
|
84 |
+
- Simple elegant logo for Digital Art, **D A square**, successful vibe, minimalist, thought-provoking, abstract, recognizable
|
85 |
+
- Simple elegant logo for 3M Technology, **3 M square United states**, successful vibe, minimalist, thought-provoking, abstract, recognizable
|
86 |
+
- Simple elegant logo for 42Studio, **lines drop fire flame water**, successful vibe, minimalist, thought provoking, abstract, recognizable, relatable, sharp, vector art, even edges
|