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port RandomShortestSize from detection references to prototype transforms #6418

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Merged
merged 5 commits into from
Aug 16, 2022

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pmeier
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@pmeier pmeier commented Aug 15, 2022

import torch
from torchvision.prototype import features, transforms


image = features.EncodedImage.from_path("test/assets/fakedata/logos/rgb_pytorch.png").decode()

bounding_boxes = features.BoundingBox(
    [[60, 30, 15, 15]],
    format=features.BoundingBoxFormat.CXCYWH,
    image_size=(100, 100),
    dtype=torch.float,
)

segmentation_masks = torch.zeros((1, 100, 100), dtype=torch.bool)
segmentation_masks[..., 24:36, 55:66] = True
segmentation_masks = features.SegmentationMask(segmentation_masks)

target = dict(
    boxes=bounding_boxes,
    masks=segmentation_masks,
)
sample = image, target

transform = transforms.RandomShortestSize(min_size=[30, 50, 70], max_size=150)

torch.manual_seed(0)

for i in range(6):
    transformed_image, transformed_target = transform(sample)
    transformed_bounding_boxes = transformed_target["boxes"]
    transformed_segmentation_masks = transformed_target["masks"]

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@datumbox datumbox left a comment

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LGTM, thanks! We will probably some tests, not sure if you plan to add these in follow ups.

@pmeier pmeier merged commit c3573c8 into pytorch:main Aug 16, 2022
facebook-github-bot pushed a commit that referenced this pull request Aug 24, 2022
…type transforms (#6418)

Summary:
* port `RandomShortestSize` from detection references to prototype transforms

* mypy

* add test

Reviewed By: datumbox

Differential Revision: D38824228

fbshipit-source-id: a9d9bbad5fc4ffa7ad376f121be42f8d432bae2f
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3 participants