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Covert data type with cv2

Signed-off-by: shiyu22 <shiyu.chen@zilliz.com>
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shiyu22 3 years ago
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09f3bf0a89
  1. 31
      README.md
  2. 9
      animegan.py
  3. 4
      requirements.txt

31
README.md

@ -7,22 +7,35 @@ Convert an image into an animated image using [`AnimeganV2`](https://github.com/
## Code Example
Load an image from path './image.png'.
Load an image from path './test.png'.
*Write the pipeline in simplified style*:
```python
import towhee
from PIL import Image
import numpy
pipeline = towhee.glob('./image.png').image_decode.cv2().img2img_translation.animegan(model_name = 'hayao')
img = pipeline.to_list()[0]
img = numpy.transpose(img, (1,2,0))
img = Image.fromarray((img * 255).astype(numpy.uint8))
img.show()
towhee.glob('/Users/chenshiyu/workspace/data/pic/test.png') \
.image_decode.cv2() \
.img2img_translation.animegan(model_name = 'hayao') \
.show()
```
<img src="./results1.png" alt="results1" style="height:120px;"/>
*Write a same pipeline with explicit inputs/outputs name specifications:*
```python
import towhee
towhee.glob['path']('/Users/chenshiyu/workspace/data/pic/test.png') \
.image_decode.cv2['path', 'origin']() \
.img2img_translation.animegan['origin', 'transformed'](model_name = 'hayao') \
.select('origin', 'transformed') \
.show()
```
<img src="./results2.png" alt="results1" style="height:120px;"/>
## Factory Constructor
Create the operator via the following factory method

9
animegan.py

@ -1,5 +1,7 @@
import os
import numpy
from pathlib import Path
from PIL import Image as PImage
from torchvision import transforms
from towhee import register
@ -30,6 +32,11 @@ class Animegan(Operator):
@arg(1, to_image_color('RGB'))
def __call__(self, image):
img = self.tfms(image).unsqueeze(0)
print(img.shape)
styled_image = self.model(img)
styled_image = numpy.transpose(styled_image, (1,2,0))
styled_image = PImage.fromarray((styled_image * 255).astype(numpy.uint8))
styled_image = numpy.array(styled_image)
styled_image = styled_image[:, :, ::-1].copy()
return Image(styled_image, 'RGB')

4
requirements.txt

@ -1,2 +1,4 @@
pathlib
torchvision
torchvision
pillow
opencv-python
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