About I3S Manta
What is I3S Manta?
I3S is an acronym of Interactive Individual Identification System. I3S Manta is an extension of the
system using the spot shape and size of the animals and is especially useful for identifying manta
rays. This title explains most of I3S Manta’s functionality. First, we will discuss the interactive part. I3S
Manta requires user interaction and is meant to support but not to replace the researcher. Initially,
the user has to point out the most distinguishing features (i.e. the spots and certain reference points)
of the unknown individual animal. In the next step, I3S Manta assists the user in the tedious task of
matching animals for identification purposes. It automatically matches an annotated image with all
other annotated images in the database and shows a ranked list of images. However, the user will
always be responsible for making the final match between the unknown image and an image from
the database.
The original version of I3S was designed for identification of ragged tooth sharks. The recognition procedure is based on the center location of the spots on the shark’s sides, and its dorsal and pelvic fins. I3S also proved to be useful for other species such as whale sharks. However, I3S turned out to be less suitable for species with very irregular spots, e.g. manta rays. To accommodate recognition of these types of species I3S was adapted. The new program was named I3S Manta. Apart from the spot location, I3S Manta also incorporates spot shape and size. Where I3S expected the user to point out the centers of the spots, I3S Manta requires from the user to draw an ellipse around each spot. Therefore, in I3S Manta the user interaction has slightly increased. However, because of the extra information about spot shape and size, the precision of the recognition algorithm has increased considerably as well. I3S should be used for species with regular spots. In case of considerable spot variation I3S Manta is advised.
The original version of I3S was designed for identification of ragged tooth sharks. The recognition procedure is based on the center location of the spots on the shark’s sides, and its dorsal and pelvic fins. I3S also proved to be useful for other species such as whale sharks. However, I3S turned out to be less suitable for species with very irregular spots, e.g. manta rays. To accommodate recognition of these types of species I3S was adapted. The new program was named I3S Manta. Apart from the spot location, I3S Manta also incorporates spot shape and size. Where I3S expected the user to point out the centers of the spots, I3S Manta requires from the user to draw an ellipse around each spot. Therefore, in I3S Manta the user interaction has slightly increased. However, because of the extra information about spot shape and size, the precision of the recognition algorithm has increased considerably as well. I3S should be used for species with regular spots. In case of considerable spot variation I3S Manta is advised.
The Manta Algorithm
The identification procedure assumes that the spot pattern of each individual animal is a unique
distinguishing feature. The user points out the most distinguishing spots of each image. This spot
pattern is stored in what is called a ‘fingerprint file’. You recognize these files by the extension .fgp.
In the identification step, the resulting spot pattern is matched with the spot patterns of all the known
animals in the database. To be able to correct for differences in viewing angle and scaling, the user is always required to point
out three fixed reference points. With the reference points selected it is now possible to correct for rotation and scaling and compare
two images in roughly the same 2D space or coordinate system. A comparison of two images comes
down to finding corresponding spot pairs in the above-mentioned coordinate system. Further, the spot sizes and the ratio between length and
width of both ellipses should be sufficiently similar.