Update app.py

app.py

@@ -8,7 +8,7 @@ import FFV1MT_MS
 import flow_tools
 import spaces
 
-@spaces.GPU
+@spaces.GPU # for dynamic GPU resource
 def process_images(videos, x, y):
     # read video file
     cap = cv2.VideoCapture(videos)
@@ -67,13 +67,14 @@ description = "## Introduction 🔥🔥🔥\n" \
               "The video presentation is available at [Video Record](https://recorder-v3.slideslive.com/?share=85662&s=6afe157c-e764-4e3c-9302-2c6dd6887db1). \n" \
               "## Conference Website \n" \
               "The project is presented at [NeurIPS 2023](https://neurips.cc/virtual/2023/poster/70202). \n" \
-              "## Below is the interactive demo of our model.  You can select the videos examples below or upload your own videos.  The model outputs the motion flow field, the activation of the first stage, and the attention map of the second stage." \
+              "## Below is the interactive demo of our model.  You can select the video examples below or upload your own videos. "\
+              "The model outputs the motion flow field, the activation of the first stage, and the attention map of the second stage." \
               "We also provide two sliders to adjust the location of the attention visualizer. \n" \
               " **Note**: The demo is running on CPU, so it may take a while to process the video.  \n"
 
 examples = [["example_1.mp4", 62, 56], ["example_2.mp4", 59, 55], ["example_3.mp4", 50, 50], ["example_4.mp4", 50, 50],
             ["example_5.mp4", 39, 72]]
-# examples = [["example_1.mp4", 62, 56]]
+
 md = "## Citation \n"  \
     "If you do think this work helps your research, please cite our work as:\n"\
     "```\n"\
@@ -82,7 +83,7 @@ md = "## Citation \n"  \
     "title={Modeling Human Visual Motion Processing with Trainable Motion Energy Sensing and a Self-attention Network},\n"\
     "author={Zitang Sun and Yen-Ju Chen and Yung-Hao Yang and Shin'ya Nishida},\n"\
     "booktitle={Thirty-seventh Conference on Neural Information Processing Systems},\n"\
-   "year={2023},\n"\
+    "year={2023},\n"\
     "url={https://openreview.net/forum?id=tRKimbAk5D}\n"\
     "}\n"\
     "```\n"\
@@ -90,7 +91,7 @@ md = "## Citation \n"  \
      "This project page is developed by Zitang Sun 📧 (zitangsun96 @ gmail.com)\n" \
      "## LICENSE \n" \
      "This project is licensed under the terms of the MIT license. \n"\
-    "## Address 🏡 \n" \
+     "## Address 🏡 \n" \
      "[Cognitive Informatics Lab](http://www.cog.ist.i.kyoto-u.ac.jp/en/index.html), Graduate School of Informatics, Kyoto University, Japan \n"
 
 if __name__ =='__main__':