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Each frame in a sequence is manually labeled and a ground truth mask is generated.
Algorithms for LDM-based human body pose recovery are then developed to estimate the LDM parameters from both manually labeled and automatically extracted silhouettes, where the automatic silhouette extraction is through a coarse-to-fine localization and extraction procedure.
Neurite swellings and branch points were then manually labeled and counted for each neuron.
Across a set of 20 images, three key structures - the left iliac crest, left femur and pelvic ring - are manually labeled and taken as the 'true' reference shapes.
As shown in Fig. 2 (b), the choroid is bounded by two structural interfaces, the choroidal-scleral interface (denoted as C CSI) and Bruch's Membrane (denoted as C BM), which are manually labeled and the region in between is the choroid.
It is based on multivariate Gaussian shape/appearance models, which are constructed from a large set of manually labeled and segmented images (336 brains) from the Center for Morphometric Analysis MGHH, Boston) and uses a Bayesian framework that includes intra- and inter-structural variability.
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However, for this work Twitter corpus was the only one, manually labelled and publicly available, that we could find.
While these image databases and software applications serve as valuable resources for pollen identification, having to manually label and compare morphology is both time-consuming and subject to the idiosyncrasies of individual analysts.
We detected thousands of synapses in these images and demonstrate the accuracy of our approach using cross-validation with manually labeled data and by comparing against existing algorithms and against tools that process standard electron microscopy images.
We have performed experiments on manually labeled cycles and over whole video sequences, and the results show that our method improves the accuracy significantly, compared with state-of-the-art systems which do not use depth information.
Dashed lines indicate manually labeled (red) and actual (yellow) ground truth.
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manually recorded and
automatically labeled and
manually categorized and
together labeled and
manually stamped and
manually marked and
manually curated and
manually checked and
manually inspected and
manually selected and
manually extracted and
manually examined and
manually counted and
manually flagged and
manually annotated and
hand labeled and
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com