Update app.py

app.py

@@ -50,6 +50,20 @@ def on_random_click():
     updates.append(texture)
     return updates
 
+def process_uploaded_image(uploaded_image):
+    # Resize the image to match the texture size
+    resized_image = cv2.resize(uploaded_image, (TEXTURE_SIZE, TEXTURE_SIZE))
+    resized_image = cv2.cvtColor(resized_image, cv2.COLOR_RGB2BGR)
+    flattened_image = resized_image.flatten()
+
+    # Project the image into the PCA component space
+    centered_image = flattened_image - mean_texture
+    coefficients = np.dot(centered_image, components.T)
+    
+    # Clip the coefficients within the allowed slider ranges
+    clipped_coefficients = [np.clip(coeff, -slider_ranges[i], slider_ranges[i]) for i, coeff in enumerate(coefficients)]
+    return clipped_coefficients
+
 def on_image_upload(image):
     # Process the uploaded image and get PCA coefficients
     coefficients = process_uploaded_image(image)
@@ -107,4 +121,4 @@ with gr.Blocks() as demo:
         outputs=[*sliders, output_image]
     )
 
-demo.launch()
+demo.launch()