yangapku's picture
Create app.py
23cf698
raw history blame
No virus
1.06 kB
from turtle import title
import gradio as gr
from transformers import pipeline
import numpy as np
from PIL import Image
pipe = pipeline("zero-shot-image-classification", model="OFA-Sys/chinese-clip-vit-base-patch16")
images="festival.jpg"
def shot(image, labels_text):
PIL_image = Image.fromarray(np.uint8(image)).convert('RGB')
labels = labels_text.split(",")
res = pipe(images=PIL_image,
candidate_labels=labels,
hypothesis_template= "This is a photo of a {}")
return {dic["label"]: dic["score"] for dic in res}
iface = gr.Interface(shot,
["image", "text"],
"label",
examples=[["festival.jpg", "灯笼, 鞭炮, 对联"],
["cat-dog-music.png", "音乐表演, 体育运动"],
["football-match.jpg", "梅西, C罗, 马奎尔"]],
description="Add a picture and a list of labels separated by commas",
title="Zero-shot Image Classification")
iface.launch()