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  1. Pubblicazioni

Connected Components Labeling on DRAGs

Contributo in Atti di convegno
Data di Pubblicazione:
2018
Citazione:
Connected Components Labeling on DRAGs / Bolelli, Federico; Baraldi, Lorenzo; Cancilla, Michele; Grana, Costantino. - 2018-:(2018), pp. 121-126. ( 24th International Conference on Pattern Recognition, ICPR 2018 Beijing, China Aug 20-24) [10.1109/ICPR.2018.8545505].
Abstract:
In this paper we introduce a new Connected Components Labeling (CCL) algorithm which exploits a novel approach to model decision problems as Directed Acyclic Graphs with a root, which will be called Directed Rooted Acyclic Graphs (DRAGs). This structure supports the use of sets of equivalent actions, as required by CCL, and optimally leverages these equivalences to reduce the number of nodes (decision points). The advantage of this representation is that a DRAG, differently from decision trees usually exploited by the state-of-the-art algorithms, will contain only the minimum number of nodes required to reach the leaf corresponding to a set of condition values. This combines the benefits of using binary decision trees with a reduction of the machine code size. Experiments show a consistent improvement of the execution time when the model is applied to CCL.
Tipologia CRIS:
Relazione in Atti di Convegno
Elenco autori:
Bolelli, Federico; Baraldi, Lorenzo; Cancilla, Michele; Grana, Costantino
Autori di Ateneo:
BARALDI LORENZO
BOLELLI FEDERICO
GRANA Costantino
Link alla scheda completa:
https://iris.unimore.it/handle/11380/1159834
Link al Full Text:
https://iris.unimore.it//retrieve/handle/11380/1159834/194972/2018_ICPR_Connected_Components_Labeling_on_DRAGs.pdf
Titolo del libro:
2018 24th International Conference on Pattern Recognition (ICPR)
Pubblicato in:
INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION
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