TY  - CONF
AU  - Jorge Bernal
AU  - F. Javier Sanchez
AU  - Fernando Vilariño
A2  - CCIA
PY  - 2011//
TI  - Depth of Valleys Accumulation Algorithm for Object Detection
BT  - 14th Congrès Català en Intel·ligencia Artificial
SP  - 71
EP  - 80
VL  - 1
IS  - 1
KW  - Object Recognition
KW  - Object Region Identification
KW  - Image Analysis
KW  - Image Processing
N2  - This work aims at detecting in which regions the objects in the image are by using information about the intensity of valleys, which appear to surround ob- jects in images where the source of light is in the line of direction than the camera. We present our depth of valleys accumulation method, which consists of two stages: first, the definition of the depth of valleys image which combines the output of a ridges and valleys detector with the morphological gradient to measure how deep is a point inside a valley and second, an algorithm that denotes points of the image as interior to objects those which are inside complete or incomplete boundaries in the depth of valleys image. To evaluate the performance of our method we have tested it on several application domains. Our results on object region identification are promising, specially in the field of polyp detection in colonoscopy videos, and we also show its applicability in different areas.
SN  - 978-1-60750-841-0
UR  - http://ccia2011.udl.cat/
L1  - http://refbase.cvc.uab.es/files/BVS2011d.pdf
N1  - MV;SIAI
ID  - Jorge Bernal2011
ER  -