File size: 828 Bytes
2f789a6 8a99a61 2f789a6 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 |
import gradio as gr
from transformers import AutoFeatureExtractor, SwinForImageClassification
from PIL import Image
import requests
feature_extractor = AutoFeatureExtractor.from_pretrained("microsoft/swin-small-patch4-window7-224")
model = SwinForImageClassification.from_pretrained("microsoft/swin-small-patch4-window7-224")
def classify_image(url):
image = Image.open(requests.get(url, stream=True).raw)
inputs = feature_extractor(images=image, return_tensors="pt")
outputs = model(**inputs)
logits = outputs.logits
predicted_class_idx = logits.argmax(-1).item()
return model.config.id2label[predicted_class_idx]
examples = [
["http://images.cocodataset.org/val2017/000000039769.jpg"],
]
iface = gr.Interface(fn=classify_image, inputs="text", outputs="text", examples=examples)
iface.launch()
|