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demfi's Introduction

Hi there ๐Ÿ‘‹

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  • ๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป I am currently an assistant professor at CMLab (Creative Vision and Multimedia Lab.) in Chung-Ang Univ. (CAU).
  • ๐Ÿ‘จ๐Ÿปโ€โš• Please visit my personal homepage (here).
  • ๐Ÿ”ฌ I primarily focus on a variety of deep-learning-based Computer Vision research areas, such as:
   Neural Radiance Fields (NeRF)
   Video Frame Interpolation / Super Resolution / Deblurring / Colorization  
   Optical Flow Estimation
   Computational Photography
   SDR-to-HDR Inverse Tone Mapping
   Generative AI; Diffusion Models, GANs
   GAN/CNN-based Synthetic Aperture Radar (SAR) Target Recognition/Generation
  • ๐Ÿ’ป If you are interested in collaborating with me, please don't hesitate to send the email below.
  • ๐Ÿ“ง Contact: [email protected]

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demfi's Issues

Questions about the results

May I ask some questions about the test results?
Could you explain the meanings of the names:
Time, intp_testPSNR_prime, deblur_testPSNR_prime, intp_testPSNR, deblur_testPSNR.

Does this 'Time' represent the whole time for deblurring and interpolating 8 different images or for 1 image?
What is the difference between 'prime' and not prime?
Also, why are the results always followed by an (avg)? What is it?

For example:
image

Encountered several problems when running test_custom

I need to change the type of the parameter multiple_MFI from type=list in the code to type=int.

Then I encountered the following error.

Traceback (most recent call last):
File "C:\Users\98mxr\Downloads\DeMFI\main.py", line 1198, in
main()
File "C:\Users\98mxr\Downloads\DeMFI\main.py", line 361, in main
test_custom(final_test_loader, model_net,args, device,
File "C:\Users\98mxr\Downloads\DeMFI\main.py", line 1137, in test_custom
patch_forward_DeFInet_itr(model_net, input_frames, None, t_value, num_update, patch,
File "C:\Users\98mxr\Downloads\DeMFI\utils.py", line 1403, in patch_forward_DeFInet_itr
Sharps_prime, Sharps_final, flow_predictions, occ0_predictions, two_blurry_inputs = model_net(input_frames[:, :, :, H_low_ind:H_high_ind, W_low_ind:W_high_ind],
File "C:\Users\98mxr\AppData\Local\Programs\Python\Python39\lib\site-packages\torch\nn\modules\module.py", line 1102, in _call_impl
return forward_call(*input, **kwargs)
File "C:\Users\98mxr\Downloads\DeMFI\DeMFInet.py", line 78, in forward
Agg1 = self.Refine_Module(Agg1) + torch.cat(
File "C:\Users\98mxr\AppData\Local\Programs\Python\Python39\lib\site-packages\torch\nn\modules\module.py", line 1102, in _call_impl
return forward_call(*input, **kwargs)
File "C:\Users\98mxr\Downloads\DeMFI\DeMFInet.py", line 598, in forward
out = torch.cat((out, enc1), dim=1)
RuntimeError: Sizes of tensors must match except in dimension 1. Expected size 224 but got size 225 for tensor number 1 in the list.

I am afraid I cannot solve this problem and submit it to the code owner for processing.

English is not my native language, please accept my apology if there is anything wrong with the above statement.

Colab demo?

Thanks for sharing this fantastic work.
Would you consider making a google Colab notebook for the less technically inclined like myself to try this?

How to test custom png sequence?

I'm getting this error when I attempt to run main.py.
"File "C:\Users\importon\Documents\DeMFI-main\utils.py", line 533, in init
raise (RuntimeError("Found 0 files in subfolders of: " + self.args.custom_path + "\n"))
RuntimeError: Found 0 files in subfolders of: './custom_path'"
Capture

I've put my blurry images in the "scene1" folder. Do I need to put anything in the "sceneN" folder?

Class Activation Map

Thank you for your contribution. Can you upload the source code containing the "Class Activation Map"

publish

Where did you publish it or will you publish it?

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