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import numpy as np | |
import gradio as gr | |
from huggingface_hub import from_pretrained_fastai | |
learn = from_pretrained_fastai('mindwrapped/pokemon-card-checker') | |
def check_card(img): | |
pred_label, _, scores = learn.predict(img) | |
scores = scores.detach().numpy() | |
return {'real': float(scores[1]), 'fake': float(scores[0])} | |
demo = gr.Interface( | |
fn=check_card, | |
inputs="image", | |
outputs="label", | |
examples=['real-1.jpeg','real-2.jpeg','fake-1.jpeg','fake-2.jpeg','real-3.jpeg','real-4.jpeg','fake-3.jpeg','fake-4.jpeg'], | |
title='Pokemon Card Checker', | |
description='A resnet34 model fine-tuned to determine whether Pokemon cards are real or fake. \n\n[Dataset](https://www.kaggle.com/datasets/ongshujian/real-and-fake-pokemon-cards) created by [Shujian Ong](https://www.kaggle.com/ongshujian).', | |
article='Can you guess which cards are real and fake? \n\nI can\'t :D \n\n([View Labels](https://gist.github.com/mindwrapped/e5aad747757ef006037a1a1982be34fc)) \n\n![visitor badge](https://visitor-badge.glitch.me/badge?page_id=mindwrapped.pokemon-card-checker-space)', | |
live=False, | |
) | |
demo.launch() |