Update app.py
Browse files
app.py
CHANGED
|
@@ -6,25 +6,35 @@ from PIL import Image
|
|
| 6 |
from ultralytics import YOLO
|
| 7 |
|
| 8 |
# Load YOLOv11 Model
|
| 9 |
-
model_path = "best.pt"
|
| 10 |
model = YOLO(model_path)
|
| 11 |
|
| 12 |
def predict(image):
|
| 13 |
image = np.array(image)
|
| 14 |
results = model(image)
|
| 15 |
|
| 16 |
-
|
|
|
|
| 17 |
for result in results:
|
| 18 |
for box in result.boxes:
|
| 19 |
x1, y1, x2, y2 = map(int, box.xyxy[0])
|
| 20 |
conf = box.conf[0]
|
| 21 |
cls = int(box.cls[0])
|
| 22 |
label = f"{model.names[cls]} {conf:.2f}"
|
|
|
|
|
|
|
|
|
|
| 23 |
cv2.rectangle(image, (x1, y1), (x2, y2), (0, 255, 0), 2)
|
| 24 |
cv2.putText(image, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)
|
| 25 |
|
| 26 |
-
return Image.fromarray(image)
|
| 27 |
|
| 28 |
# Gradio Interface
|
| 29 |
-
iface = gr.Interface(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 30 |
iface.launch()
|
|
|
|
| 6 |
from ultralytics import YOLO
|
| 7 |
|
| 8 |
# Load YOLOv11 Model
|
| 9 |
+
model_path = "best.pt"
|
| 10 |
model = YOLO(model_path)
|
| 11 |
|
| 12 |
def predict(image):
|
| 13 |
image = np.array(image)
|
| 14 |
results = model(image)
|
| 15 |
|
| 16 |
+
labels = []
|
| 17 |
+
# Draw bounding boxes and extract labels
|
| 18 |
for result in results:
|
| 19 |
for box in result.boxes:
|
| 20 |
x1, y1, x2, y2 = map(int, box.xyxy[0])
|
| 21 |
conf = box.conf[0]
|
| 22 |
cls = int(box.cls[0])
|
| 23 |
label = f"{model.names[cls]} {conf:.2f}"
|
| 24 |
+
|
| 25 |
+
labels.append(label) # Store detected labels
|
| 26 |
+
|
| 27 |
cv2.rectangle(image, (x1, y1), (x2, y2), (0, 255, 0), 2)
|
| 28 |
cv2.putText(image, label, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)
|
| 29 |
|
| 30 |
+
return Image.fromarray(image), labels
|
| 31 |
|
| 32 |
# Gradio Interface
|
| 33 |
+
iface = gr.Interface(
|
| 34 |
+
fn=predict,
|
| 35 |
+
inputs="image",
|
| 36 |
+
outputs=["image", "text"], # Returning both image and detected labels
|
| 37 |
+
title="YOLOv11 Object Detection"
|
| 38 |
+
)
|
| 39 |
+
|
| 40 |
iface.launch()
|