Add licenses and examples

.gitignore

@@ -1,15 +1,21 @@
 __pycache__/
 *.py[cod]
+
 /.vscode/
 /.idea/
 *.sw[pon]
 
 /results/
+/gradio_cached*
+*.jpg
+*.png
+*.jpeg
 *.gif
 *.avi
 *.mp4
 
 *.npy
+*.txt
 *.json
 *.log
 *.html

LICENSE

@@ -0,0 +1,97 @@
+Copyright (c) 2023, Hamza Pehlivan. All rights reserved.
+
+
+NVIDIA Source Code License for StyleRes
+
+
+=======================================================================
+
+1. Definitions
+
+"Licensor" means any person or entity that distributes its Work.
+
+"Software" means the original work of authorship made available under
+this License.
+
+"Work" means the Software and any additions to or derivative works of
+the Software that are made available under this License.
+
+The terms "reproduce," "reproduction," "derivative works," and
+"distribution" have the meaning as provided under U.S. copyright law;
+provided, however, that for the purposes of this License, derivative
+works shall not include works that remain separable from, or merely
+link (or bind by name) to the interfaces of, the Work.
+
+Works, including the Software, are "made available" under this License
+by including in or with the Work either (a) a copyright notice
+referencing the applicability of this License to the Work, or (b) a
+copy of this License.
+
+2. License Grants
+
+    2.1 Copyright Grant. Subject to the terms and conditions of this
+    License, each Licensor grants to you a perpetual, worldwide,
+    non-exclusive, royalty-free, copyright license to reproduce,
+    prepare derivative works of, publicly display, publicly perform,
+    sublicense and distribute its Work and any resulting derivative
+    works in any form.
+
+3. Limitations
+
+    3.1 Redistribution. You may reproduce or distribute the Work only
+    if (a) you do so under this License, (b) you include a complete
+    copy of this License with your distribution, and (c) you retain
+    without modification any copyright, patent, trademark, or
+    attribution notices that are present in the Work.
+
+    3.2 Derivative Works. You may specify that additional or different
+    terms apply to the use, reproduction, and distribution of your
+    derivative works of the Work ("Your Terms") only if (a) Your Terms
+    provide that the use limitation in Section 3.3 applies to your
+    derivative works, and (b) you identify the specific derivative
+    works that are subject to Your Terms. Notwithstanding Your Terms,
+    this License (including the redistribution requirements in Section
+    3.1) will continue to apply to the Work itself.
+
+    3.3 Use Limitation. The Work and any derivative works thereof only
+    may be used or intended for use non-commercially. Notwithstanding
+    the foregoing, NVIDIA and its affiliates may use the Work and any
+    derivative works commercially. As used herein, "non-commercially"
+    means for research or evaluation purposes only.
+
+    3.4 Patent Claims. If you bring or threaten to bring a patent claim
+    against any Licensor (including any claim, cross-claim or
+    counterclaim in a lawsuit) to enforce any patents that you allege
+    are infringed by any Work, then your rights under this License from
+    such Licensor (including the grant in Section 2.1) will terminate
+    immediately.
+
+    3.5 Trademarks. This License does not grant any rights to use any
+    Licensor’s or its affiliates’ names, logos, or trademarks, except
+    as necessary to reproduce the notices described in this License.
+
+    3.6 Termination. If you violate any term of this License, then your
+    rights under this License (including the grant in Section 2.1) will
+    terminate immediately.
+
+4. Disclaimer of Warranty.
+
+THE WORK IS PROVIDED "AS IS" WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WARRANTIES OR CONDITIONS OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, TITLE OR
+NON-INFRINGEMENT. YOU BEAR THE RISK OF UNDERTAKING ANY ACTIVITIES UNDER
+THIS LICENSE.
+
+5. Limitation of Liability.
+
+EXCEPT AS PROHIBITED BY APPLICABLE LAW, IN NO EVENT AND UNDER NO LEGAL
+THEORY, WHETHER IN TORT (INCLUDING NEGLIGENCE), CONTRACT, OR OTHERWISE
+SHALL ANY LICENSOR BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY DIRECT,
+INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES ARISING OUT OF
+OR RELATED TO THIS LICENSE, THE USE OR INABILITY TO USE THE WORK
+(INCLUDING BUT NOT LIMITED TO LOSS OF GOODWILL, BUSINESS INTERRUPTION,
+LOST PROFITS OR DATA, COMPUTER FAILURE OR MALFUNCTION, OR ANY OTHER
+COMMERCIAL DAMAGES OR LOSSES), EVEN IF THE LICENSOR HAS BEEN ADVISED OF
+THE POSSIBILITY OF SUCH DAMAGES.
+
+=======================================================================

app.py

@@ -4,10 +4,6 @@ from utils import AppUtils
 from datasets.process_image import ImageProcessor
 from argparse import ArgumentParser
 
-EXAMPLES = [
-    ["test_sample/1.jpg", "InterfaceGAN",  "Smile", "2.0",  False],
-]
-
 parser = ArgumentParser()
 parser.add_argument('--device', type=str, default='cpu', help='Which device to use')
 args = parser.parse_args()
@@ -38,11 +34,16 @@ def update_slider(method):
 with gr.Blocks() as demo:
     gr.Markdown(
     """
-    # StyleRes: Transforming the Residuals for Real Image Editing with StyleGAN (CVPR2023)
+    <h1 align="center">Transforming the Residuals for Real Image Editing with StyleGAN (CVPR2023)</h1>
+    <center>
+    <div> <a href="https://arxiv.org/abs/2212.14359">Paper</a> | <a href="https://github.com/hamzapehlivan/StyleRes">Github</a> | <a href="https://www.cs.bilkent.edu.tr/~adundar/projects/StyleRes/">Website</a></div> 
+   </center>
+    <center> Our model finds high-quality GAN space representations, which can also adopt to various edits without explicitly being trained on them.
+            Here, we showcase some of the examples from the test dataset, as well as real internet images.  </center>
     """)
     with gr.Row():
-        image_input = gr.Image(type="pil", shape=(256,256), label='Input Image', value="test_sample/116.jpg")
-        image_output = gr.Image(type="pil", shape=(256,256), label='Output Image')
+        image_input = gr.Image(type="pil", shape=(256,256), label='Input Image', value="samples/demo_samples/116.jpg").style(height=256)
+        image_output = gr.Image(type="pil", shape=(256,256), label='Output Image').style(height=256)
 
     with gr.Row():
         with gr.Column(scale=0.25, min_width=50):
@@ -56,9 +57,12 @@ with gr.Blocks() as demo:
             is_align_checked = gr.Checkbox(label="Crop + Align")
         with gr.Column(scale=0.4, min_width=50):
             factor_slider = gr.Slider(-5, 5, value=0, label="Strength [-5, 5]")
-
+    with gr.Row(): 
+        with gr.Column(scale=0.5, min_width=50):
+            submit_button = gr.Button(value="Edit")
+    
     gr.Examples(
-        examples=EXAMPLES,
+        examples=utils.get_examples(),
         inputs=[image_input, methods_drowdown,  edits_dropdown, factor_slider, is_align_checked],
         outputs=image_output,
         fn=process_image,
@@ -66,7 +70,7 @@ with gr.Blocks() as demo:
     )
     methods_drowdown.change(update_edit_dropdown, inputs=methods_drowdown, outputs=edits_dropdown )
     methods_drowdown.change(update_slider, inputs=methods_drowdown, outputs=factor_slider)
-    factor_slider.release(process_image, inputs=[image_input, methods_drowdown,  edits_dropdown, factor_slider, is_align_checked], outputs=image_output)
+    submit_button.click(process_image, inputs=[image_input, methods_drowdown,  edits_dropdown, factor_slider, is_align_checked], outputs=image_output)
 
 demo.launch(debug=True)
 

datasets/process_image.py

@@ -36,7 +36,7 @@ class ImageProcessor():
         image = np.clip(image + 0.5, 0, 255).astype(np.uint8)
         image = image.transpose(0, 2, 3, 1)
         if not is_batch:
-           image = Image.fromarray(image[0]).resize((256,256))
+           image = Image.fromarray(image[0])
         return image
 
     """
@@ -116,7 +116,7 @@ class ImageProcessor():
         # read image
         # img = PIL.Image.open(filepath)
 
-        output_size = 512
+        output_size = 1024
         transform_size = 1024
         enable_padding = True
 
@@ -162,5 +162,4 @@ class ImageProcessor():
             img = img.resize((output_size, output_size), PIL.Image.ANTIALIAS)
 
         # Save aligned image.
-        img.save('aligned.png')
         return img

environment.yml

@@ -0,0 +1,19 @@
+name: styleres
+channels:
+  - pytorch
+  - anaconda
+  - defaults
+dependencies:
+  - cudatoolkit=10.1
+  - ninja=1.10
+  - numpy=1.21
+  - pillow=8.4
+  - pip=21.2
+  - python=3.7
+  - pytorch=1.7
+  - scikit-image=0.17
+  - torchvision==0.8.2
+  - pip:
+    - scikit-learn==1.0
+    - scipy==1.7
+    - tqdm==4.62

inference.sh

@@ -0,0 +1,8 @@
+#Set GPU
+export CUDA_VISIBLE_DEVICES='0'
+
+DATADIR='samples'
+OUTDIR='results'
+EDITCFG='options/editing_options/template.py'
+
+python inference.py --datadir=$DATADIR --outdir=$OUTDIR --edit_configs=$EDITCFG

licenses/LICENSE_StyleCLIP

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2021 Or Patashnik, Zongze Wu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

licenses/LICENSE_Stylegan

@@ -0,0 +1,97 @@
+Copyright (c) 2021, NVIDIA Corporation & affiliates. All rights reserved.
+
+
+NVIDIA Source Code License for StyleGAN3
+
+
+=======================================================================
+
+1. Definitions
+
+"Licensor" means any person or entity that distributes its Work.
+
+"Software" means the original work of authorship made available under
+this License.
+
+"Work" means the Software and any additions to or derivative works of
+the Software that are made available under this License.
+
+The terms "reproduce," "reproduction," "derivative works," and
+"distribution" have the meaning as provided under U.S. copyright law;
+provided, however, that for the purposes of this License, derivative
+works shall not include works that remain separable from, or merely
+link (or bind by name) to the interfaces of, the Work.
+
+Works, including the Software, are "made available" under this License
+by including in or with the Work either (a) a copyright notice
+referencing the applicability of this License to the Work, or (b) a
+copy of this License.
+
+2. License Grants
+
+    2.1 Copyright Grant. Subject to the terms and conditions of this
+    License, each Licensor grants to you a perpetual, worldwide,
+    non-exclusive, royalty-free, copyright license to reproduce,
+    prepare derivative works of, publicly display, publicly perform,
+    sublicense and distribute its Work and any resulting derivative
+    works in any form.
+
+3. Limitations
+
+    3.1 Redistribution. You may reproduce or distribute the Work only
+    if (a) you do so under this License, (b) you include a complete
+    copy of this License with your distribution, and (c) you retain
+    without modification any copyright, patent, trademark, or
+    attribution notices that are present in the Work.
+
+    3.2 Derivative Works. You may specify that additional or different
+    terms apply to the use, reproduction, and distribution of your
+    derivative works of the Work ("Your Terms") only if (a) Your Terms
+    provide that the use limitation in Section 3.3 applies to your
+    derivative works, and (b) you identify the specific derivative
+    works that are subject to Your Terms. Notwithstanding Your Terms,
+    this License (including the redistribution requirements in Section
+    3.1) will continue to apply to the Work itself.
+
+    3.3 Use Limitation. The Work and any derivative works thereof only
+    may be used or intended for use non-commercially. Notwithstanding
+    the foregoing, NVIDIA and its affiliates may use the Work and any
+    derivative works commercially. As used herein, "non-commercially"
+    means for research or evaluation purposes only.
+
+    3.4 Patent Claims. If you bring or threaten to bring a patent claim
+    against any Licensor (including any claim, cross-claim or
+    counterclaim in a lawsuit) to enforce any patents that you allege
+    are infringed by any Work, then your rights under this License from
+    such Licensor (including the grant in Section 2.1) will terminate
+    immediately.
+
+    3.5 Trademarks. This License does not grant any rights to use any
+    Licensor’s or its affiliates’ names, logos, or trademarks, except
+    as necessary to reproduce the notices described in this License.
+
+    3.6 Termination. If you violate any term of this License, then your
+    rights under this License (including the grant in Section 2.1) will
+    terminate immediately.
+
+4. Disclaimer of Warranty.
+
+THE WORK IS PROVIDED "AS IS" WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WARRANTIES OR CONDITIONS OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, TITLE OR
+NON-INFRINGEMENT. YOU BEAR THE RISK OF UNDERTAKING ANY ACTIVITIES UNDER
+THIS LICENSE.
+
+5. Limitation of Liability.
+
+EXCEPT AS PROHIBITED BY APPLICABLE LAW, IN NO EVENT AND UNDER NO LEGAL
+THEORY, WHETHER IN TORT (INCLUDING NEGLIGENCE), CONTRACT, OR OTHERWISE
+SHALL ANY LICENSOR BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY DIRECT,
+INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES ARISING OUT OF
+OR RELATED TO THIS LICENSE, THE USE OR INABILITY TO USE THE WORK
+(INCLUDING BUT NOT LIMITED TO LOSS OF GOODWILL, BUSINESS INTERRUPTION,
+LOST PROFITS OR DATA, COMPUTER FAILURE OR MALFUNCTION, OR ANY OTHER
+COMMERCIAL DAMAGES OR LOSSES), EVEN IF THE LICENSOR HAS BEEN ADVISED OF
+THE POSSIBILITY OF SUCH DAMAGES.
+
+=======================================================================

licenses/LICENSE_encoder4editing

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2021 omertov
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

licenses/LICENSE_ganspace

@@ -0,0 +1,201 @@
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licenses/LICENSE_interfacegan

@@ -0,0 +1,18 @@
+Copyright (c) 2019 Yujun Shen
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished to do
+so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
+FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
+COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
+IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

utils.py

@@ -88,3 +88,13 @@ class AppUtils():
         elif method == 'styleclip':
             return 0, 0.2, 0.01
 
+    def get_examples(self):
+        examples = [
+            ["samples/demo_samples/102.jpg", "InterfaceGAN",  "Age", 2.0,  False],
+            ["samples/demo_samples/116.jpg", "Ganspace",  "lipstick", 10.0,  False],
+            ["samples/demo_samples/carlsen.jpg", "Styleclip", "curly hair", 0.11, True],
+            ["samples/demo_samples/shakira.jpeg", "StyleClip",  "purple hair",  0.1,  True],
+            ["samples/demo_samples/shaq.jpg", "InterfaceGAN",  "Smile", -1.7,  True],
+        ]
+        return examples
+