Spaces:
Runtime error
Runtime error
File size: 2,223 Bytes
e3f0630 64e5215 e3f0630 64e5215 e3f0630 64e5215 e3f0630 64e5215 e3f0630 64e5215 e3f0630 64e5215 e3f0630 64e5215 e3f0630 64e5215 e3f0630 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 |
import gradio as gr
from ultralytics import YOLO
import numpy as np
import cv2
# Scarica e carica il modello specifico per balloon
# Questo modello è addestrato su 8000 immagini di fumetti
model = YOLO('https://huggingface.co/ogkalu/comic-speech-bubble-detector-yolov8m/resolve/main/best.pt')
def detect_balloons(image, confidence):
if image is None:
return None, {"error": "Nessuna immagine"}
# Detection - ora rileva SOLO balloon, non persone
results = model(image, conf=confidence)
output = {
'num_balloons': 0,
'detections': []
}
if results[0].boxes is not None and len(results[0].boxes) > 0:
output['num_balloons'] = len(results[0].boxes)
for i in range(len(results[0].boxes)):
box = results[0].boxes.xyxy[i].cpu().numpy().tolist()
conf = float(results[0].boxes.conf[i].cpu().numpy())
# Se il modello ha le mask (segmentation)
if results[0].masks is not None:
mask = results[0].masks.data[i].cpu().numpy()
h, w = image.shape[:2]
mask_resized = cv2.resize(mask, (w, h))
mask_list = (mask_resized * 255).astype(np.uint8).tolist()
else:
mask_list = None
output['detections'].append({
'box': {
'x1': box[0],
'y1': box[1],
'x2': box[2],
'y2': box[3]
},
'mask': mask_list,
'confidence': conf
})
# Disegna i risultati
annotated = results[0].plot()
return annotated, output
# Interface Gradio
demo = gr.Interface(
fn=detect_balloons,
inputs=[
gr.Image(type="numpy", label="📷 Immagine Fumetto"),
gr.Slider(0.1, 1.0, value=0.3, label="🎯 Confidenza (più basso = più balloon)")
],
outputs=[
gr.Image(label="✅ Balloon Rilevati"),
gr.JSON(label="📊 Dati JSON")
],
title="🎈 Balloon Detection - Solo Nuvolette",
description="Rileva SOLO i balloon (nuvolette di dialogo) nei fumetti, non le persone"
)
demo.launch()
|