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SALIENCY FOR FREE: SALIENCY PREDICTION AS A SIDE-EFFECT OF OBJECT RECOGNITION

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dc.creatorCAROLA ANDREA FIGUEROA FLORES
dc.date2021
dc.date.accessioned2025-01-10T15:23:00Z
dc.date.available2025-01-10T15:23:00Z
dc.date.issued2021
dc.description.abstractSALIENCY IS THE PERCEPTUAL CAPACITY OF OUR VISUAL SYSTEM TO FOCUS OUR ATTENTION (I.E. GAZE) ON RELEVANT OBJECTS INSTEAD OF THE BACKGROUND. SO FAR, COMPUTATIONAL METHODS FOR SALIENCY ESTIMATION REQUIRED THE EXPLICIT GENERATION OF A SALIENCY MAP, PROCESS WHICH IS USUALLY ACHIEVED VIA EYETRACKING EXPERIMENTS ON STILL IMAGES. THIS IS A TEDIOUS PROCESS THAT NEEDS TO BE REPEATED FOR EACH NEW DATASET. IN THE CURRENT PAPER, WE DEMONSTRATE THAT IS POSSIBLE TO AUTOMATICALLY GENERATE SALIENCY MAPS WITHOUT GROUND-TRUTH. IN OUR APPROACH, SALIENCY MAPS ARE LEARNED AS A SIDE EFFECT OF OBJECT RECOGNITION. EXTENSIVE EXPERIMENTS CARRIED OUT ON BOTH REAL AND SYNTHETIC DATASETS DEMONSTRATED THAT OUR APPROACH IS ABLE TO GENERATE ACCURATE SALIENCY MAPS, ACHIEVING COMPETITIVE RESULTS WHEN COMPARED WITH SUPERVISED METHODS.
dc.formatapplication/pdf
dc.identifier.doi10.1016/j.patrec.2021.05.015
dc.identifier.issn1872-7344
dc.identifier.issn0167-8655
dc.identifier.urihttps://repositorio.ubiobio.cl/handle/123456789/11753
dc.languagespa
dc.publisherPATTERN RECOGNITION LETTERS
dc.relation.uri10.1016/j.patrec.2021.05.015
dc.rightsPUBLICADA
dc.titleSALIENCY FOR FREE: SALIENCY PREDICTION AS A SIDE-EFFECT OF OBJECT RECOGNITION
dc.title.alternativePROMINENCIA GRATUITA: PREDICCIÓN DE PROMINENCIA COMO EFECTO SECUNDARIO DEL RECONOCIMIENTO DE OBJETOS
dc.typeARTÍCULO
dspace.entity.typePublication
ubb.EstadoPUBLICADA
ubb.Otra ReparticionDEPARTAMENTO DE CIENCIAS DE LA COMPUTACION Y TECNOLOGIA DE LA INFORMACION.
ubb.SedeCHILLÁN
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