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import gradio as gr | |
import cv2 | |
import json | |
import numpy as np | |
from pyAAMED import pyAAMED | |
title = """ | |
<h1>Arc Adjacency Matrix based Fast Ellipse Detection</h1> | |
<a href="https://github.com/Li-Zhaoxi/AAMED">Gitub</a> | |
""" | |
def detect_ellipses(img_path): | |
imgC = cv2.imread(img_path) | |
imgG = cv2.cvtColor(imgC, cv2.COLOR_BGR2GRAY) | |
ammed_size = 1200 | |
iheight, iwidth = imgG.shape | |
imax = max(iheight, iwidth) | |
iscale = ammed_size / imax | |
is_landscape = iwidth >= iheight | |
if is_landscape: | |
iw = imax * iscale | |
ih = iheight * iscale | |
else: | |
iw = iwidth * iscale | |
ih = imax * iscale | |
imgG = imgG.resize(int(iw), int(ih)) | |
if is_landscape: | |
ipad = int((imax - iheight) / 2 * iscale) | |
imgG = cv2.copyMakeBorder(imgG, ipad, ipad, 0, 0, cv2.BORDER_REPLICATE) | |
else: | |
ipad = int((imax - iwidth) / 2 * iscale) | |
imgG = cv2.copyMakeBorder(imgG, 0, 0, ipad, ipad, cv2.BORDER_REPLICATE) | |
aamed = pyAAMED(ammed_size, ammed_size) | |
aamed.setParameters(3.1415926/3, 3.4, 0.77) | |
result = aamed.run_AAMED(imgG) | |
print(result) | |
result = result.replace(' ', ', ') | |
print(result) | |
result = json.loads(result) | |
print(result) | |
return [img_path, json.dumps(result)] | |
examples = [ | |
["./AAMED/python/002_0038.jpg"] | |
] | |
gr.Interface( | |
fn=detect_ellipses, | |
inputs=gr.Image(label="Upload image with ellipses", type="filepath"), | |
outputs=[ | |
gr.Image(type="filepath", label="Detected ellipses"), | |
gr.Text(label="Detected data") | |
], | |
title=title, | |
examples=examples, | |
allow_flagging='never' | |
).launch( | |
debug=True, | |
server_name="0.0.0.0", | |
server_port=7860 | |
) |