Object Detection in Images Based on Homogeneous Region Segmentation
| dc.contributor.author | Amrane, Abdesalam | |
| dc.contributor.author | Meziane, Abdelkrim | |
| dc.contributor.author | Boulkrinat, Nour El Houda | |
| dc.date.accessioned | 2023-10-04T11:59:05Z | |
| dc.date.available | 2023-10-04T11:59:05Z | |
| dc.date.issued | 2018 | |
| dc.description.abstract | Image segmentation for object detection is one of the most fundamental problems in computer vision, especially in object-region extraction task. Most popular approaches in the segmentation/object detection tasks use sliding-window or super-pixel labeling methods. The first method suffers from the number of window proposals, whereas the second suffers from the over-segmentation problem. To overcome these limitations, we present two strategies: the first one is a fast algorithm based on the region growing method for segmenting images into homogeneous regions. In the second one, we present a new technique for similar region merging, based on a three similarity measures, and computed using the region adjacency matrix. All of these methods are evaluated and compared to other state-of-the-art approaches that were applied on the Berkeley image database. The experimentations yielded promising results and would be used for future directions in our work. | |
| dc.identifier.doi | https://doi.org/10.1007/978-3-319-92058-0_31 | |
| dc.identifier.isbn | 978-3-319-92057-3 | |
| dc.identifier.issn | 0302-9743 | |
| dc.identifier.uri | https://dl.cerist.dz/handle/CERIST/981 | |
| dc.publisher | Springer | |
| dc.relation.ispartofseries | Recent Trends and Future Technology in Applied Intelligence ; 31st International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, Montreal, QC, Canada, June 25-28, 2018, Proceedings | |
| dc.relation.pages | 327-333 | |
| dc.relation.place | Montreal, QC, Canada | |
| dc.structure | Systèmes et Documents Multimédia Structurés (SDMS) | |
| dc.subject | Region proposal | |
| dc.subject | Region growing | |
| dc.subject | Region merging | |
| dc.subject | Image segmentation | |
| dc.title | Object Detection in Images Based on Homogeneous Region Segmentation | |
| dc.type | Conference paper |