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# app.py
import gradio as gr
import importlib
def load_model(model_name):
module = importlib.import_module(model_name)
return module
app = gr.Blocks()
with app:
gr.Markdown("## Object Detection using TensorFlow Lite Models")
with gr.Row():
model_choice = gr.Dropdown(label="Select Model", choices=["model_1", "model_2", "model_3"])
image_input = gr.Image(type="pil", label="Upload an image")
image_output = gr.Image(type="pil", label="Detection Result")
video_input = gr.Video(label="Upload a video")
video_output = gr.Video(label="Detection Result")
def image_detection(model_name, input_image):
model = load_model(model_name)
return model.detect_image(input_image)
def video_detection(model_name, input_video):
model = load_model(model_name)
return model.detect_video(input_video)
gr.Button("Submit Image").click(fn=image_detection, inputs=[model_choice, image_input], outputs=image_output)
gr.Button("Submit Video").click(fn=video_detection, inputs=[model_choice, video_input], outputs=video_output)
app.launch()