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import gradio as gr
from interface.detect_interface_methods import interface_detect
from interface.defaults import shared_theme
def build_detect_interface():
# Gradio Interface Code
with gr.Blocks(theme=shared_theme) as demo:
gr.Markdown(
"""
# Image & Video Interface for YOLOv8
Upload your own image or video and watch YOLOv8 try to guess what it is!
""")
# Row for for input & output settings
with gr.Row() as file_settings:
# Allows choice for uploading image or video [for all]
file_type = gr.Radio(label="File Type",info="Choose 'Image' if you are uploading an image, Choose 'Video' if you are uploading a video",
choices=['Image','Video'],value='Image',show_label=True,interactive=True,visible=True)
# Row for all inputs & outputs
with gr.Row() as inputs_outputs:
# Default input image: Visible, Upload from computer
input_im = gr.Image(sources=['upload','webcam','clipboard'],type='numpy',label="Input Image",
show_download_button=True,show_share_button=True,interactive=True,visible=True)
# Default Boxed output image: Visible
output_box_im = gr.Image(type='numpy',label="Output Image",
show_download_button=True,show_share_button=True,interactive=False,visible=True)
# Default input video: Not visible, Upload from computer
input_vid = gr.Video(sources=['upload','webcam'],label="Input Video",
show_share_button=True,interactive=True,visible=False)
# Default Boxed output video: Not visible
output_box_vid = gr.Video(label="Output Video",show_share_button=True,visible=False)
# List of components for clearing
clear_list = [input_im,output_box_im,input_vid,output_box_vid]
# Row for start & clear buttons
with gr.Row() as buttons:
start_but = gr.Button(value="Start")
clear_but = gr.ClearButton(value='Clear All',components=clear_list,
interactive=True,visible=True)
update_list = [input_im,output_box_im,input_vid,output_box_vid]
input_media = input_im
output_media = output_box_im
def change_input_type(file_type, input_media):
if file_type == 'Image':
input_media = input_im
output_media = output_box_im
return {
input_im: gr.Image(visible=True),
output_box_im: gr.Image(visible=True),
input_vid: gr.Video(visible=False),
output_box_vid: gr.Video(visible=False)
}
elif file_type == 'Video':
input_media = input_vid
output_media = output_box_vid
return {
input_im: gr.Image(visible=False),
output_box_im: gr.Image(visible=False),
input_vid: gr.Video(visible=True),
output_box_vid: gr.Video(visible=True)
}
# When start button is clicked, the run_all method is called
start_but.click(interface_detect, inputs=[input_media], outputs=output_media)
# When these settings are changed, the change_file_type method is called
file_type.input(change_input_type, show_progress=True, inputs=[file_type, input_media], outputs=update_list)
return demo |