Image Processing Reference
In-Depth Information
FIGURE 8
Processing a table-fish trout image for classification using our statistical measur-
ing system.
For this research, we have designed and implemented a functional prototype to collect RGB
trout images. This prototype includes canalization, illumination, and vision components that
have been meticulously assembled. Also, we believe that this prototype could be easily integ-
rated into a mechanical system to interconnect lined earth tanks in farms.
Our experimental results encourage our research as they have shown that our classification
system is effective, where 95.93%, 93.21%, and 96.25% precisions are observed when classify-
ing fry, fingerling, and table-fish trout, respectively.
It is important to observe that, although our statistical approach has been inspired to meas-
ure rainbow trout, this approach can be applied to other fishes grown in farms.
As part of our future work, we are integrating water flow and stereovision into our proto-
type to investigate two main issues: the light reflection into the water and the presence of tur-
bulence. Our final aim is to implement an economical classification system for small farms.
References
[1] Mejia S. Conteo y clasificación de la trucha arcoíris utilizando visión artificial: re-
visión literaria y análisis [BSc. Final dissertation]. Mexico: Engineering Department,
Autonomous University of the State of Mexico; 2013.
[2] Miranda J. Prototipo de un sistema clasificador de la trucha arcoíris utilizando un
modelo estadístico de su longitud obtenido de imágenes 2D [BSc thesis]. Mexico:
Engineering Department, Autonomous University of the State of Mexico; 2014.
[3] Romero M, Vilchis A, Portillo O. Intelligent system to count, measure and classify
ishes using computer vision. Research project SIyEA 32742012 M. Mexico: Autonom-
ous University of the State of Mexico; 2012.
[4] Woynarovich A, Hoitsy G, Moth-Poulsen T. Small-scale rainbow trout farming. FAO
Fisheries and aquaculture technical paper, Food and Agriculture Organization of the
United Nations; 2011.
[5] CONAGUA, Comisión Nacional del Agua. Concesión de Aprovechamiento de
Aguas Superficiales. Water National Council; 2006. [Online] Available from:
ht-
[Ac-
cessed: 13 September 2014].
[6] DOF, Diario Oficial de la Federación. Ley de aguas nacionales. DCVII(14): 27-95.
Federal Oficial News. [Online] Available from:
htp://dof.gob.mx/
nota_detalle.php?codigo=670229&fecha=12/05/2004
.
[Accessed: 13 September 2014];
2004.
[7] Gallego I, Carrillo R, Garcı´a D, Sasso I, Guerrero J, Burrola C, et al.
Programa maestro,
sistema producto trucha del Estado de Me´xico. Government Plan for Rainbow Trout Produc-
tion.
Mexico: Autonomous University of the State of Mexico; 2007.
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