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import gradio as gr | |
import insightface | |
from insightface.app import FaceAnalysis | |
wellcomingMessage = """ | |
<h1>Face Swapping</h1> | |
<p>If you like this app, plase take a look at my <a href="https://www.meetup.com/tech-web3-enthusiasts-united-insightful-conversations/" target="_blank">Meetup Group</a>! There will be more interesting apps and events soon.</p> | |
<p>Happy <span style="font-size:500%;color:red;">♥</span> coding!</p> | |
""" | |
assert insightface.__version__>='0.7' | |
value = 0 | |
app = FaceAnalysis(name='buffalo_l') | |
app.prepare(ctx_id=0, det_size=(640, 640)) | |
swapper = insightface.model_zoo.get_model('inswapper_128.onnx', download=True, download_zip=True) | |
def swap_faces(faceSource, sourceFaceId, faceDestination, destFaceId): | |
faces = app.get(faceSource) | |
faces = sorted(faces, key = lambda x : x.bbox[0]) | |
if len(faces) < sourceFaceId or sourceFaceId < 1: | |
raise gr.Error(f"Source image only contains {len(faces)} faces, but you requested face {sourceFaceId}") | |
source_face = faces[sourceFaceId-1] | |
res_faces = app.get(faceDestination) | |
res_faces = sorted(res_faces, key = lambda x : x.bbox[0]) | |
if len(res_faces) < destFaceId or destFaceId < 1: | |
raise gr.Error(f"Destination image only contains {len(res_faces)} faces, but you requested face {destFaceId}") | |
res_face = res_faces[destFaceId-1] | |
result = swapper.get(faceDestination, res_face, source_face, paste_back=True) | |
value = value + 1 | |
print(f"processed: {value}...") | |
# for face in faces: | |
# res = swapper.get(res, face, source_face, paste_back=True) | |
# cv2.imwrite("./t1_swapped.jpg", res) | |
return result | |
gr.Interface(swap_faces, | |
[ | |
gr.Image(), | |
gr.Number(precision=0, value=1, info='face position (from left, starting at 1)'), | |
gr.Image(), | |
gr.Number(precision=0, value=1, info='face position (from left, starting at 1)') | |
], | |
gr.Image(), | |
description=wellcomingMessage, | |
examples=[ | |
['./Images/kim.jpg', 1, './Images/marilyn.jpg', 1], | |
['./Images/friends.jpg', 2, './Images/friends.jpg', 1], | |
], | |
).launch() |