Fast interactive segmentation of natural images using the image foresting transform
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- @InProceedings{Spina:2009:DSP,
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author = "T. V. Spina and Javier A. Montoya-Zegarra and
A. X. Falcao and P. A. V. Miranda",
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title = "Fast interactive segmentation of natural images using
the image foresting transform",
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booktitle = "16th International Conference on Digital Signal
Processing",
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year = "2009",
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month = jul,
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pages = "1--8",
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keywords = "genetic algorithms, genetic programming, IFT,
connectivity functions, fast interactive segmentation,
feature extraction, feature selection, fuzzy
classification, image enhancement, image foresting
transform, image processing operators, image
recognition, natural images, path-value functions,
feature extraction, fuzzy set theory, graph theory,
image enhancement, image recognition, image
segmentation",
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DOI = "doi:10.1109/ICDSP.2009.5201044",
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abstract = "This paper presents an unified framework for fast
interactive segmentation of natural images using the
image foresting transform (IFT) - a tool for the design
of image processing operators based on connectivity
functions (path-value functions) in graphs derived from
the image. It mainly consists of three tasks:
recognition, enhancement, and extraction. Recognition
is the only interactive task, where representative
image properties for enhancement and the object's
location for extraction are indicated by drawing a few
markers in the image. Enhancement increases the
dissimilarities between object and background for more
effective object extraction, which completes
segmentation. We show through extensive experiments
that, by exploiting the synergism between user and
computer for recognition and enhancement, respectively,
as a separated step from recognition and extraction,
respectively, one can reduce user involvement with
better accuracy. We also describe new methods for
enhancement based on fuzzy classification by IFT and
for feature selection and/or combination by genetic
programming.",
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notes = "Also known as \cite{5201044}",
- }
Genetic Programming entries for
Thiago Vallin Spina
Javier A Montoya Zegarra
Alexandre X Falcao
Paulo A V de Miranda
Citations