Leffa / densepose /data /samplers /mask_from_densepose.py
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# Copyright (c) Facebook, Inc. and its affiliates.
from detectron2.structures import BitMasks, Instances
from densepose.converters import ToMaskConverter
class MaskFromDensePoseSampler:
"""
Produce mask GT from DensePose predictions
This sampler simply converts DensePose predictions to BitMasks
that a contain a bool tensor of the size of the input image
"""
def __call__(self, instances: Instances) -> BitMasks:
"""
Converts predicted data from `instances` into the GT mask data
Args:
instances (Instances): predicted results, expected to have `pred_densepose` field
Returns:
Boolean Tensor of the size of the input image that has non-zero
values at pixels that are estimated to belong to the detected object
"""
return ToMaskConverter.convert(
instances.pred_densepose, instances.pred_boxes, instances.image_size
)