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  1. 89
      README.md
  2. 20
      __init__.py
  3. 50
      image_crop_cv2.py

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README.md

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# image-crop
# Image Crop Implementation with CV2
*author: David Wang*
<br />
## Desription
An image crop operator implementation with OpenCV.
<br />
## Code Example
Load a image from path './dog.jpg'.
*Write the pipeline in simplified style:*
```python
import towhee
towhee.glob('./dog.jpg') \
.image_decode.cv2() \
.show()
```
*Write a same pipeline with explicit inputs/outputs name specifications:*
```python
import towhee
towhee.glob['path']('./dog.jpg') \
.image_decode.cv2['path', 'img']() \
.select['img']() \
.show()
```
<img src="./show_result.jpg" height="150px"/>
<br />
## Factory Constructor
Create the operator via the following factory method
***image_decode.cv2()***
<br />
## Interface
An image decode operator takes an image path as input. It decodes the image back to ndarray.
**Parameters:**
**img**: *str*
​ Image file path.
**Returns**: *towhee.types.Image (a sub-class of numpy.ndarray)*
​ The decoded image data as numpy.ndarray.

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__init__.py

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# Copyright 2021 Zilliz. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from .image_crop_cv2 import ImageDecodeCV2
# The factory method
def image_crop(clamp = False):
return ImageCropCV2(clamp)

50
image_crop_cv2.py

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# Copyright 2021 Zilliz. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import logging
import cv2
import requests
import numpy as np
from typing import List
from towhee import register
from towhee.operator import PyOperator, OperatorFlag
from towhee._types import Image
log = logging.getLogger()
@register(output_schema=['img'],
flag=OperatorFlag.STATELESS | OperatorFlag.REUSEABLE)
class ImageCropCV2(PyOperator):
def __init__(self, clamp = False)
self.clamp = clamp
@staticmethod
def _clamp(x, minimum, maximum)
return max(minimum, min(x, maximum))
def __call__(self, img: np.ndarray, bboxes: List[(int, int, int, int)]):
h, w, _ = img.shape
res = []
for box in bboxes:
x1, y1, x2, y2 = box
x1 = ImageCropCV2._clamp(x1, 0, w)
x2 = ImageCropCV2._clamp(x2, 0, w)
y1 = ImageCropCV2._clamp(y1, 0, h)
y2 = ImageCropCV2._clamp(y2, 0, h)
res.append(Image[y1:y2,x1:x2,:])
return res
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