Spaces:
Runtime error
Runtime error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import cv2
|
| 3 |
+
from detector import detect_cheating
|
| 4 |
+
from utils import plot_cheating_graph, update_score
|
| 5 |
+
|
| 6 |
+
def process_frame(frame):
|
| 7 |
+
frame = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR)
|
| 8 |
+
frame, cheating, persons = detect_cheating(frame)
|
| 9 |
+
update_score(cheating)
|
| 10 |
+
status = "Cheating Detected" if cheating else "Clean"
|
| 11 |
+
frame = cv2.putText(frame, f"Status: {status}", (10, 30),
|
| 12 |
+
cv2.FONT_HERSHEY_SIMPLEX, 1, (0,0,255) if cheating else (0,255,0), 2)
|
| 13 |
+
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
| 14 |
+
graph = plot_cheating_graph()
|
| 15 |
+
return frame, graph
|
| 16 |
+
|
| 17 |
+
iface = gr.Interface(
|
| 18 |
+
fn=process_frame,
|
| 19 |
+
inputs=gr.Image(source="webcam", streaming=True),
|
| 20 |
+
outputs=[gr.Image(label="Live Feed"), gr.Image(label="Cheating Score Graph")],
|
| 21 |
+
live=True,
|
| 22 |
+
title="AI Proctoring System",
|
| 23 |
+
description="Detects cheating based on number of persons and head orientation using YOLOv8."
|
| 24 |
+
)
|
| 25 |
+
|
| 26 |
+
iface.launch()
|