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mouth_open_closed
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Finn Pauls commited on
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1 Parent(s): 0ef51b8

Init repository

Browse files
Files changed (8) hide show
  1. .gitattributes +1 -0
  2. .gitignore +1 -0
  3. .vscode/settings.json +3 -0
  4. app.py +31 -0
  5. closed-mouth-example.jpg +3 -0
  6. mouth-open-closed-model.pkl +3 -0
  7. open-mouth-example.jpg +3 -0
  8. requirements.txt +218 -0
.gitattributes CHANGED
@@ -32,3 +32,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
@@ -0,0 +1 @@
 
 
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+ flagged
.vscode/settings.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ {
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+ "python.formatting.provider": "black"
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+ }
app.py ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ import gradio as gr
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+ from fastai.vision.all import *
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+ import skimage
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+
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+ learn = load_learner("mouth-open-closed-model.pkl")
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+
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+ labels = learn.dls.vocab
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+
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+
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+ def predict(img):
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+ pred, pred_idx, probs = learn.predict(img)
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+ print(pred, pred_idx, probs)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+
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+ title = "Mouth State Classifier"
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+ description = "Is the mouth open or closed? Demo for learning purposes :)"
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+ examples = ["open-mouth-example.jpg", "closed-mouth-example.jpg"]
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+ interpretation = "default"
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+ enable_queue = True
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+
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+ gr.Interface(
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+ fn=predict,
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+ inputs=gr.inputs.Image(shape=(256, 256)),
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+ outputs=gr.outputs.Label(num_top_classes=3),
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+ title=title,
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+ description=description,
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+ examples=examples,
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+ interpretation=interpretation,
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+ enable_queue=enable_queue,
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+ ).launch()
closed-mouth-example.jpg ADDED

Git LFS Details

  • SHA256: 07f3e14a30673684a435180fb4877c1b8347eaa5f6462e1bfef0d86ce2ab6440
  • Pointer size: 132 Bytes
  • Size of remote file: 1.27 MB
mouth-open-closed-model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ab432686ecbfee1ba617592e8d9fdd764cc3712522023296b993c58d585b4fe7
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+ size 46954475
open-mouth-example.jpg ADDED

Git LFS Details

  • SHA256: e1c90a068b77071734bf93229d28c33485b7c56af45b1ced10acbac4ec7a5869
  • Pointer size: 130 Bytes
  • Size of remote file: 95.5 kB
requirements.txt ADDED
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+ # This file may be used to create an environment using:
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+ # $ conda create --name <env> --file <this file>
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+ # platform: osx-arm64
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+ @EXPLICIT
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