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Fix aspect ratio sampling for RandomResizedCrop #14585

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merged 5 commits into from
Apr 8, 2019

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abhinavs95
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Description

Fixes #14505

Aspect ratio goes out of bounds when the bounds are not reciprocals. Fixed by sampling from log scale instead of linear scale. When sampling from log scale, random swapping of width/height is not required since the distribution is centered at 1.

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@abhinavs95 abhinavs95 requested a review from szha as a code owner April 1, 2019 19:21
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@zhreshold @szha Could you have a look?

@mxnet-label-bot add [pr-awaiting-review]

@marcoabreu marcoabreu added the pr-awaiting-review PR is waiting for code review label Apr 1, 2019
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Thanks for your contribution, would you mind adding a test case for this situation?

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@marcoabreu added test in test_image.py

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@piyushghai piyushghai left a comment

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LGTM

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@abhinavs95 Can you look into the CI-failures ?

@@ -585,14 +586,12 @@ def random_size_crop(src, size, area, ratio, interp=2, **kwargs):
area = (area, 1.0)
for _ in range(10):
target_area = random.uniform(area[0], area[1]) * src_area
new_ratio = random.uniform(*ratio)
log_ratio = (math.log(ratio[0]), math.log(ratio[1]))
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you don't need to import math, use np which is already imported

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done!

@abhinavs95
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@szha could you have a look and merge? Thanks

@mxnet-label-bot update [pr-awaiting-merge]

@marcoabreu marcoabreu added pr-awaiting-merge Review and CI is complete. Ready to Merge and removed pr-awaiting-review PR is waiting for code review labels Apr 4, 2019
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The distribution is centered at (ratio[1] - ratio[0]) / (log(ratio[1]) - log(ratio[0])), rather than 1.

Thank you for the fix!
LGTM.

@zhreshold zhreshold merged commit 4530ad8 into apache:master Apr 8, 2019
haohuanw pushed a commit to haohuanw/incubator-mxnet that referenced this pull request Jun 23, 2019
* added log sampling for aspect ratio

* added test

* added comments

* fix test

* remove math, fix test
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RandomResizedCrop produces wrong aspect ratios.
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