First Commit

.gitattributes

@@ -29,3 +29,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+model_2.pkl filter=lfs diff=lfs merge=lfs -text

app.py

@@ -0,0 +1,57 @@
+from fastai.vision.all import *
+import gradio as gr
+
+learn = load_learner("model_2.pkl")
+
+categories = learn.dls.vocab
+for index, category in enumerate(categories):
+    if category == "Random Anime Photos":
+        categories[index] = "Others"
+
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+
+image = gr.inputs.Image(shape=(360, 360))
+label = gr.outputs.Label()
+examples = [
+    "Luffy.jpg",
+    "Naruto-Kurama-Mode.png",
+    "Goku.jpg",
+    "Ichigo.jpeg",
+    "Robin.jpeg"
+]
+
+title = "Top 10 Shounen Anime Protagonists Classifier"
+description = "Fine tuned a resnet152 image classifier such that it is able to recognize protagonists of top 10 Shounen Animes.<br>"
+article = """
+    Animes and its protagonists this image classifier will recognize:
+    
+    1. One Piece - Monkey D. Luffy 
+    2. Naruto: Shippuden - Naruto Uzumaki
+    3. My Hero Academia - Izuku Midoriya
+    4. Dragon Ball Z - Son Goku aka Kakarot
+    5. Fairy Tail - Natsu Dragneel
+    6. Yu Yu Hakusho - Yusuke Urameshi
+    7. Bleach - Ichigo Kurosaki
+    8. Hunter X Hunter - Gon Freecss
+    9. Fullmetal Alchemist - Edward Elric
+    10. Attack on Titan - Eren Yeager
+    
+    Rest all other anime characters will be classified as others.
+"""
+
+
+intf = gr.Interface(
+    fn=classify_image,
+    inputs=image,
+    outputs=label,
+    examples=examples,
+    title=title,
+    description=description,
+    article=article,
+    theme="huggingface",
+)
+intf.launch(inline=False)

model_2.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2bb226ce46eba9bc5d029ca73dada583c4c9fd7e0325911e6e4e09df3d552db
+size 242131931

requirements.txt

@@ -0,0 +1,6 @@
+fastai
+scikit-image
+torch
+gradio
+numpy
+pandas