Comments (9)
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I have added tensorboard. How do the interpolated images look on the validation set?
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Are you using a custom dataset or adobe240fps dataset?
- If you are using a custom dataset, then it should have slow motion videos. The dataloader takes frame1 and frame8 as reference and interpolates the frames in between.
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Did you use the create_dataset script?
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Thanks for your reply
First interpolated images looks not good and blurred.
And I used adobe240dataset using create_dataset script
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Can you attach the interpolated results from tensorboard? Also specify your setup- CPU/GPU, PyTorch version, OS, etc. 15.5 valPSNR is really low. Maybe there is a problem with dataset or setup.
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I'm using GTX 1060
Is that problem reducing batch size to 4?
I added validation image, and graph
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#22
seems like this was the problem
I've changed code and graph looks good.
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#22
seems like this was the problem
I've changed code and graph looks good.
Right. The two reference (left and right corner) look very different. Frames in a clip look very similar since they are slow motion videos. Will fix the code.
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@avinashpaliwal line 69 in create_dataset.py.
I changed line
images = os.listdir(os.path.join(root, file))
to
images = sorted(os.listdir(os.path.join(root, file)))
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@avinashpaliwal I have the same problem. I had trained the model to 270 epoch, but the valPSNR keep bellow 15, can you help me ?
the follow is valPSNR changing curve
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@avinashpaliwal I have the same problem. I had trained the model to 270 epoch, but the valPSNR keep bellow 15, can you help me ?
Try the new create_dataset script to generate the dataset and try training again. The model starts converging right from the beginning.
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Related Issues (20)
- ffmpeg error while running evaluation code. HOT 1
- Output interpolated image frames are of different size then input frames?
- What is the function of transforms.Normalize(mean=negmean, std=std)? Why use a negative mean๏ผ
- Error converting file:D:\Coding\JAVASCRIPT\recless\out\4fpsRecording.mkv. Exiting.
- PackagesNotFoundError: torchvision-cpu==0.2.0 HOT 3
- Runtime Error (Traceback Attached) HOT 23
- Frames are not extracted for any input video
- Differences with butterflow
- Slowdown a point of the video HOT 1
- It does not seem to work for scale value below 4 HOT 1
- "index 1 is out of bounds for dimension 0 with size 1" HOT 2
- Reference frames are different from the original ones. HOT 1
- sh: /Users/*/Downloads/ffmpeg/ffmpeg: No such file or directory HOT 2
- Add local file to Google Colab?? Or change length??
- How can I find the dataset of 240-fps video from YouTube HOT 1
- Training
- Objective metrics
- Could be faster by not saving PNG frames
- Image edge flicker
- low rate of utilization in test video
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