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app.py

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+import gradio as gr
+from gradio_imageslider import ImageSlider
+from loadimg import load_img
+import spaces
+from transformers import AutoModelForImageSegmentation
+import torch
+from torchvision import transforms
+
+device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+torch.set_float32_matmul_precision("high")
+
+model = AutoModelForImageSegmentation.from_pretrained(
+    "ZhengPeng7/BiRefNet", trust_remote_code=True
+).to(device)
+
+transform_image = transforms.Compose(
+    [
+        transforms.Resize((1024, 1024)),
+        transforms.ToTensor(),
+        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),
+    ]
+)
+
+@spaces.GPU
+def remove_background(image):
+    im = load_img(image, output_type="pil").convert("RGB")
+    image_size = im.size
+
+    input_image = transform_image(im).unsqueeze(0).to(device)
+    with torch.no_grad():
+        preds = model(input_image)[-1].sigmoid().cpu()
+    
+    mask = transforms.ToPILImage()(preds[0].squeeze()).resize(image_size)
+    im.putalpha(mask)
+    
+    return im, im.copy()
+
+slider1 = ImageSlider(label="Arka Plan Kaldırıldı", type="pil")
+slider2 = ImageSlider(label="Arka Plan Kaldırıldı", type="pil")
+image_input = gr.Image(label="Resim Yükle")
+url_input = gr.Textbox(label="Resim URL'si")
+
+chameleon = load_img("elon.webp", output_type="pil")
+url_example = "https://dadanizm.com/wp-content/uploads/2022/11/elon-musk-992x2656.jpeg"
+
+tab1 = gr.Interface(
+    fn=remove_background, 
+    inputs=image_input, 
+    outputs=slider1, 
+    examples=[chameleon], 
+    api_name="image"
+)
+
+tab2 = gr.Interface(
+    fn=remove_background, 
+    inputs=url_input, 
+    outputs=slider2, 
+    examples=[url_example], 
+    api_name="url"
+)
+
+demo = gr.TabbedInterface(
+    [tab1, tab2], 
+    ["Resim", "URL"], 
+    title="Resim Arka Planını Kaldır"
+)
+
+if __name__ == "__main__":
+    demo.launch(show_error=True)

requirements.txt

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+torch
+accelerate
+opencv-python
+spaces
+pillow
+numpy
+timm
+kornia
+prettytable
+typing
+scikit-image
+huggingface_hub
+transformers>=4.39.1
+gradio
+gradio_imageslider
+loadimg>=0.1.1