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my own datasets are all full human body images #38

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lfxx opened this issue Apr 28, 2020 · 5 comments
Closed

my own datasets are all full human body images #38

lfxx opened this issue Apr 28, 2020 · 5 comments

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@lfxx
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lfxx commented Apr 28, 2020

Hi,thanks for your excellent work.Now i prepare my own datasets.This datasets are consists of thounds of high resolution image(average 4000*4000).They are all full human body images.When i
process these images,i meet a questions:
When i crop the trimap(generated from alpha),often crop some places which are not include hair.Such as foot,leg.Is it ok to input these images into model?@foamliu

@lfxx
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lfxx commented Apr 28, 2020

Hi,thanks for your excellent work.Now i prepare my own datasets.This datasets are consists of thounds of high resolution image(average 4000*4000).They are all full human body images.When i
process these images,i meet a questions:
When i crop the trimap(generated from alpha),often crop some places which are not include hair.Such as foot,leg.Is it ok to input these images into model?@foamliu

i tried to train the model using those samples,find that model hard to converage.In my opinion,the images inputted to model must include hair.Am i right?

@polly-morphism
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Hi,thanks for your excellent work.Now i prepare my own datasets.This datasets are consists of thounds of high resolution image(average 4000*4000).They are all full human body images.When i
process these images,i meet a questions:
When i crop the trimap(generated from alpha),often crop some places which are not include hair.Such as foot,leg.Is it ok to input these images into model?@foamliu

i tried to train the model using those samples,find that model hard to converage.In my opinion,the images inputted to model must include hair.Am i right?

Hi. I have a similar dataset (2k full body images with masks 2.5k*3k pixels). Were you able to successfully train the model? I don't have hair in my dataset at all. How long did it take to train the model? What GPU did you use? I will be so grateful for any information)

@xiankgx
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xiankgx commented Aug 6, 2020

These CNN models are usually not trained on full sized images. For 2k images, and around 50 epochs, training will probably only take a few hours on a GPU.

@xiankgx
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xiankgx commented Aug 6, 2020

If you don't mind, can you share your dataset?

@foamliu
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foamliu commented Sep 5, 2020

The model is highly dependent on trimaps.

@foamliu foamliu closed this as completed Sep 5, 2020
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