Upload folder using huggingface_hub
Browse files
README.md
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
---
|
| 3 |
+
tags:
|
| 4 |
+
- image-classification
|
| 5 |
+
- flower-classifier
|
| 6 |
+
- tensorflow
|
| 7 |
+
- arabic
|
| 8 |
+
library_name: tensorflow
|
| 9 |
+
---
|
| 10 |
+
|
| 11 |
+
# 🌼 مُصنّف الزهور باللغة العربية
|
| 12 |
+
|
| 13 |
+
هذا النموذج يصنّف الصور إلى 4 أنواع من الزهور:
|
| 14 |
+
- أقحوان
|
| 15 |
+
- هندباء
|
| 16 |
+
- توليب
|
| 17 |
+
- عباد الشمس
|
app.py
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
from PIL import Image
|
| 3 |
+
import numpy as np
|
| 4 |
+
import tensorflow as tf
|
| 5 |
+
import gradio as gr
|
| 6 |
+
import json
|
| 7 |
+
|
| 8 |
+
# تحميل أسماء الفئات
|
| 9 |
+
with open("class_names.json", "r", encoding="utf-8") as f:
|
| 10 |
+
index_to_arabic = json.load(f)
|
| 11 |
+
index_to_arabic = {int(k): v for k, v in index_to_arabic.items()}
|
| 12 |
+
arabic_names = [index_to_arabic[i] for i in sorted(index_to_arabic.keys())]
|
| 13 |
+
|
| 14 |
+
# تحميل النموذج
|
| 15 |
+
model = tf.keras.models.load_model("model.h5")
|
| 16 |
+
|
| 17 |
+
def predict_flower(img):
|
| 18 |
+
if img is None:
|
| 19 |
+
return {"⚠️ يرجى رفع صورة": 1.0}
|
| 20 |
+
if img.mode != 'RGB':
|
| 21 |
+
img = img.convert('RGB')
|
| 22 |
+
img = img.resize((150, 150))
|
| 23 |
+
img_array = np.array(img) / 255.0
|
| 24 |
+
img_array = np.expand_dims(img_array, axis=0)
|
| 25 |
+
preds = model.predict(img_array, verbose=0)[0]
|
| 26 |
+
if np.max(preds) < 0.6:
|
| 27 |
+
return {"❌ لا يمكن التعرف على الصورة": 1.0}
|
| 28 |
+
return {arabic_names[i]: float(preds[i]) for i in range(len(arabic_names))}
|
| 29 |
+
|
| 30 |
+
iface = gr.Interface(
|
| 31 |
+
fn=predict_flower,
|
| 32 |
+
inputs=gr.Image(type="pil", label="ارفع صورة زهرة 🌸"),
|
| 33 |
+
outputs=gr.Label(),
|
| 34 |
+
title="🌼 مُصنّف الزهور (عربي)",
|
| 35 |
+
description="يدعم: أقحوان، هندباء، توليب، عباد الشمس"
|
| 36 |
+
)
|
| 37 |
+
|
| 38 |
+
if __name__ == "__main__":
|
| 39 |
+
iface.launch()
|
class_names.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"0": "الاقحوان",
|
| 3 |
+
"1": "الهدباء",
|
| 4 |
+
"2": "توليب",
|
| 5 |
+
"3": "عباد الشمس"
|
| 6 |
+
}
|
model.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e2ff848383ab699a214faf55ca416db0f5aefa4104017cf4c4a74e82bb215a4a
|
| 3 |
+
size 41514392
|