diff --git a/.gitattributes b/.gitattributes index c7d9f3332a950355d5a77d85000f05e6f45435ea..2dc8fe5317db193d89f9d6e9e5d55719d257040e 100644 --- a/.gitattributes +++ b/.gitattributes @@ -32,3 +32,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.jpg filter=lfs diff=lfs merge=lfs -text +online_demo filter=lfs diff=lfs merge=lfs -text diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..ccd8c0b93029c9361be7f2d4608e97651c6c7841 --- /dev/null +++ b/app.py @@ -0,0 +1,111 @@ +import numpy as np +import gradio as gr +import os +from PIL import Image +from functools import partial + +def retrieve_input_image_wild(dataset, inputs): + img_id = inputs + img_path = os.path.join('online_demo', dataset, 'step-100_scale-6.0') + try: + image = Image.open(os.path.join(img_path, '%s.jpg' % img_id)) + except: + image = Image.open(os.path.join(img_path, '%s.png' % img_id)) + + image.thumbnail([256, 256], Image.Resampling.LANCZOS) + return image + +def retrieve_input_image(dataset, inputs): + img_id = inputs + img_path = os.path.join('online_demo', dataset, 'step-100_scale-6.0', img_id, 'input.png') + image = Image.open(img_path) + return image + +def retrieve_novel_view(dataset, img_id, polar, azimuth, zoom, seed): + polar = polar // 30 + 1 + azimuth = azimuth // 30 + zoom = int(zoom * 2 + 1) + img_path = os.path.join('online_demo', dataset, 'step-100_scale-6.0', img_id,\ + 'polar-%d_azimuth-%d_distance-%d_seed-%d.png' % (polar, azimuth, zoom, seed)) + image = Image.open(img_path) + return image + + +with gr.Blocks() as demo: + # gr.Markdown("Stable Diffusion Novel View Synthesis (Precomputed Results)") + with gr.Tab("In-the-wild Images"): + with gr.Row(): + with gr.Column(scale=1): + default_input_image = Image.open( os.path.join('online_demo', 'nerf_wild', 'step-100_scale-6.0', 'car1.png')) + default_input_image.thumbnail([256, 256], Image.Resampling.LANCZOS) + input_image = gr.Image(default_input_image, shape=[256, 256]) + options = sorted(next(os.walk('online_demo/nerf_wild/step-100_scale-6.0'))[1]) + img_id = gr.Dropdown(options, value='car1', label='options') + text_button = gr.Button("Load Input Image") + retrieve_input_image_dataset = partial(retrieve_input_image_wild, 'nerf_wild') + text_button.click(retrieve_input_image_dataset, inputs=img_id, outputs=input_image) + + with gr.Column(scale=1): + novel_view = gr.Image(shape=[256, 256]) + inputs = [img_id, + gr.Slider(-30, 30, value=0, step=30, label='Polar angle (vertical rotation in degrees)'), + gr.Slider(0, 330, value=0, step=30, label='Azimuth angle (horizontal rotation in degrees)'), + gr.Slider(-0.5, 0.5, value=0, step=0.5, label='Zoom'), + gr.Slider(0, 3, value=1, step=1, label='Random seed')] + + submit_button = gr.Button("Generate Novel View") + retrieve_novel_view_dataset = partial(retrieve_novel_view, 'nerf_wild') + submit_button.click(retrieve_novel_view_dataset, inputs=inputs, outputs=novel_view) + + with gr.Tab("Google Scanned Objects"): + with gr.Row(): + with gr.Column(scale=1): + default_input_image = Image.open( os.path.join('online_demo', 'GSO', 'step-100_scale-6.0', 'SAMBA_HEMP', 'input.png')) + default_input_image.thumbnail([256, 256], Image.Resampling.LANCZOS) + input_image = gr.Image(default_input_image, shape=[256, 256]) + options = sorted(os.listdir('online_demo/GSO/step-100_scale-6.0')) + img_id = gr.Dropdown(options, value='SAMBA_HEMP', label='options') + text_button = gr.Button("Load Input Image") + retrieve_input_image_dataset = partial(retrieve_input_image, 'GSO') + text_button.click(retrieve_input_image_dataset, inputs=img_id, outputs=input_image) + + with gr.Column(scale=1): + novel_view = gr.Image(shape=[256, 256]) + inputs = [img_id, + gr.Slider(-30, 30, value=0, step=30, label='Polar angle (vertical rotation in degrees)'), + gr.Slider(0, 330, value=0, step=30, label='Azimuth angle (horizontal rotation in degrees)'), + gr.Slider(-0.5, 0.5, value=0, step=0.5, label='Zoom'), + gr.Slider(0, 3, value=1, step=1, label='Random seed')] + + submit_button = gr.Button("Generate Novel View") + retrieve_novel_view_dataset = partial(retrieve_novel_view, 'GSO') + submit_button.click(retrieve_novel_view_dataset, inputs=inputs, outputs=novel_view) + + with gr.Tab("RTMV"): + with gr.Row(): + with gr.Column(scale=1): + default_input_image = Image.open( os.path.join('online_demo', 'RTMV', 'step-100_scale-6.0', '00000', 'input.png')) + default_input_image.thumbnail([256, 256], Image.Resampling.LANCZOS) + input_image = gr.Image(default_input_image, shape=[256, 256]) + options = sorted(os.listdir('online_demo/RTMV/step-100_scale-6.0')) + img_id = gr.Dropdown(options, value='00000', label='options') + text_button = gr.Button("Load Input Image") + retrieve_input_image_dataset = partial(retrieve_input_image, 'RTMV') + text_button.click(retrieve_input_image_dataset, inputs=img_id, outputs=input_image) + + with gr.Column(scale=1): + novel_view = gr.Image(shape=[256, 256]) + inputs = [img_id, + gr.Slider(-30, 30, value=0, step=30, label='Polar angle (vertical rotation in degrees)'), + gr.Slider(0, 330, value=0, step=30, label='Azimuth angle (horizontal rotation in degrees)'), + gr.Slider(-0.5, 0.5, value=0, step=0.5, label='Zoom'), + gr.Slider(0, 3, value=1, step=1, label='Random seed')] + + submit_button = gr.Button("Generate Novel View") + retrieve_novel_view_dataset = partial(retrieve_novel_view, 'RTMV') + submit_button.click(retrieve_novel_view_dataset, inputs=inputs, outputs=novel_view) + + + +if __name__ == "__main__": + demo.launch() diff --git a/online_demo/GSO/step-100_scale-6.0/Bradshaw_International_11642_7_Qt_MP_Plastic_Bowl/input.png b/online_demo/GSO/step-100_scale-6.0/Bradshaw_International_11642_7_Qt_MP_Plastic_Bowl/input.png new file mode 100644 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