Spaces:
Running
on
Zero
Running
on
Zero
import os | |
import glob | |
import gradio as gr | |
from functools import partial | |
from PIL import Image | |
from .gradio_custommodel3d import CustomModel3D | |
from .gradio_customgs import CustomGS | |
def create_interface_views_to_3d(freesplatter_api): | |
example_root = 'examples/views_to_3d' | |
examples = [] | |
for dir in os.listdir(example_root): | |
sample_dir = os.path.join(example_root, dir) | |
input_files = sorted(glob.glob(f'{sample_dir}/*.png')+glob.glob(f'{sample_dir}/*.jpg')) | |
examples.append(input_files) | |
var_dict = dict() | |
with gr.Blocks(analytics_enabled=False) as interface: | |
with gr.Row(): | |
with gr.Column(scale=1): | |
with gr.Row(): | |
var_dict['image_files'] = gr.Gallery( | |
label='Input images', | |
type="filepath", | |
file_types=['image'], | |
show_label=False, | |
columns=[5], | |
rows=[2], | |
object_fit='contain', | |
height="auto", | |
) | |
with gr.Accordion("Reconstruction settings", open=True): | |
with gr.Row(): | |
var_dict['do_rembg'] = gr.Checkbox( | |
label='Remove background', | |
value=False, | |
container=False, | |
) | |
with gr.Row(): | |
var_dict['gs_type'] = gr.Radio( | |
choices=['2DGS', '3DGS'], | |
value='2DGS', | |
type='value', | |
label='Gaussian splatting type', | |
info='2DGS often leads to better mesh geometry', | |
) | |
var_dict['mesh_reduction'] = gr.Slider( | |
label="Mesh simplification ratio", | |
info='Larger ratio leads to less faces', | |
minimum=0.7, | |
maximum=0.95, | |
value=0.8, | |
step=0.05, | |
) | |
with gr.Row(equal_height=False): | |
var_dict['run_btn'] = gr.Button('Reconstruct', variant='primary', scale=2) | |
with gr.Row(): | |
var_dict['out_multiview'] = gr.Image( | |
label='Input views', | |
interactive=False, | |
visible=False, | |
) | |
snapshot_1 = gr.Image(None, visible=False, image_mode='RGBA') | |
snapshot_2 = gr.Image(None, visible=False, image_mode='RGBA') | |
snapshot_3 = gr.Image(None, visible=False, image_mode='RGBA') | |
snapshot_4 = gr.Image(None, visible=False, image_mode='RGBA') | |
def set_gallery_images(*images): | |
return list(images) | |
gr.Examples( | |
examples=examples, | |
fn=set_gallery_images, | |
inputs=[snapshot_1, snapshot_2, snapshot_3, snapshot_4], | |
outputs=[var_dict['image_files']], | |
run_on_click=True, | |
cache_examples=False, | |
label='Examples (click one of the rows below to start)', | |
examples_per_page=5, | |
) | |
with gr.Column(scale=1): | |
var_dict['out_pose'] = gr.Plot( | |
label='Estimated poses', | |
) | |
var_dict['out_gs_vis'] = CustomGS( | |
label='Output GS', | |
interactive=False, | |
height=320, | |
) | |
var_dict['out_video'] = gr.Video( | |
label='Output video', | |
interactive=False, | |
autoplay=True, | |
height=320, | |
) | |
var_dict['out_mesh'] = CustomModel3D( | |
label='Output mesh', | |
interactive=False, | |
height=400, | |
) | |
var_dict['run_btn'].click( | |
fn=partial(freesplatter_api, cache_dir=interface.GRADIO_CACHE), | |
inputs=[var_dict['image_files'], | |
var_dict['do_rembg'], | |
var_dict['gs_type'], | |
var_dict['mesh_reduction']], | |
outputs=[var_dict['out_multiview'], var_dict['out_gs_vis'], var_dict['out_video'], var_dict['out_mesh'], var_dict['out_pose']], | |
concurrency_id='default_group', | |
api_name='run_views_to_3d', | |
) | |
return interface, var_dict | |