Instance Segmentation based Object Detection with Enhanced Path Aggregation Network

Ade Indra Onthoni; Prasan Kumar Sahoo

doi:10.1109/LA-CCI58595.2023.10409479

Instance Segmentation based Object Detection with Enhanced Path Aggregation Network

Ade Indra Onthoni, Prasan Kumar Sahoo

資訊工程學系(含學碩博士班)

Chang Gung University

研究成果: 圖書/報告稿件的類型 › 會議稿件 › 同行評審

1 引文斯高帕斯（Scopus）

摘要

Multi-scale networks rely heavily on the aggregation process to aggregate feature information into other feature maps. However, it has disadvantages in aggregating information, where the localization information becomes inconsistent. An Enhancing Path Aggregation Network through concatenation and attention mechanism is proposed here to improve the aggregation path for generating the feature maps in multi-scale network. This approach helps to keep information consistently during the process of aggregation. The proposed model is evaluated using the COCO dataset, which achieves significant improvements on several metrics.

原文	英語
主出版物標題	2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023
發行者	Institute of Electrical and Electronics Engineers Inc.
ISBN（電子）	9798350348071
DOIs	https://doi.org/10.1109/LA-CCI58595.2023.10409479
出版狀態	已出版 - 2023
事件	2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023 - Recife-Pe, 巴西持續時間: 29 10 2023 → 01 11 2023

出版系列

名字	2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023

Conference

Conference	2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023
國家/地區	巴西
城市	Recife-Pe
期間	29/10/23 → 01/11/23

文獻附註

Publisher Copyright:
© 2023 IEEE.

存取文件

10.1109/LA-CCI58595.2023.10409479

其它文件與鏈接

Link to publication in Scopus

引用此

Onthoni, A. I., & Sahoo, P. K. (2023). Instance Segmentation based Object Detection with Enhanced Path Aggregation Network. 於 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023 (2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/LA-CCI58595.2023.10409479

@inproceedings{b2606635fe004c4184e3958972a61074,

title = "Instance Segmentation based Object Detection with Enhanced Path Aggregation Network",

abstract = "Multi-scale networks rely heavily on the aggregation process to aggregate feature information into other feature maps. However, it has disadvantages in aggregating information, where the localization information becomes inconsistent. An Enhancing Path Aggregation Network through concatenation and attention mechanism is proposed here to improve the aggregation path for generating the feature maps in multi-scale network. This approach helps to keep information consistently during the process of aggregation. The proposed model is evaluated using the COCO dataset, which achieves significant improvements on several metrics.",

keywords = "Computer Vision, Multi-Scale Feature Map, Object Detection",

author = "Onthoni, {Ade Indra} and Sahoo, {Prasan Kumar}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023 ; Conference date: 29-10-2023 Through 01-11-2023",

year = "2023",

doi = "10.1109/LA-CCI58595.2023.10409479",

language = "英语",

series = "2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023",

address = "美国",

}

Onthoni, AI & Sahoo, PK 2023, Instance Segmentation based Object Detection with Enhanced Path Aggregation Network. 於 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023. 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023, Institute of Electrical and Electronics Engineers Inc., 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023, Recife-Pe, 巴西, 29/10/23. https://doi.org/10.1109/LA-CCI58595.2023.10409479

Instance Segmentation based Object Detection with Enhanced Path Aggregation Network. / Onthoni, Ade Indra; Sahoo, Prasan Kumar.
2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023. Institute of Electrical and Electronics Engineers Inc., 2023. (2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023).

研究成果: 圖書/報告稿件的類型 › 會議稿件 › 同行評審

TY - GEN

T1 - Instance Segmentation based Object Detection with Enhanced Path Aggregation Network

AU - Onthoni, Ade Indra

AU - Sahoo, Prasan Kumar

PY - 2023

Y1 - 2023

N2 - Multi-scale networks rely heavily on the aggregation process to aggregate feature information into other feature maps. However, it has disadvantages in aggregating information, where the localization information becomes inconsistent. An Enhancing Path Aggregation Network through concatenation and attention mechanism is proposed here to improve the aggregation path for generating the feature maps in multi-scale network. This approach helps to keep information consistently during the process of aggregation. The proposed model is evaluated using the COCO dataset, which achieves significant improvements on several metrics.

AB - Multi-scale networks rely heavily on the aggregation process to aggregate feature information into other feature maps. However, it has disadvantages in aggregating information, where the localization information becomes inconsistent. An Enhancing Path Aggregation Network through concatenation and attention mechanism is proposed here to improve the aggregation path for generating the feature maps in multi-scale network. This approach helps to keep information consistently during the process of aggregation. The proposed model is evaluated using the COCO dataset, which achieves significant improvements on several metrics.

KW - Computer Vision

KW - Multi-Scale Feature Map

KW - Object Detection

UR - http://www.scopus.com/inward/record.url?scp=85185225545&partnerID=8YFLogxK

U2 - 10.1109/LA-CCI58595.2023.10409479

DO - 10.1109/LA-CCI58595.2023.10409479

M3 - 会议稿件

AN - SCOPUS:85185225545

T3 - 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023

BT - 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023

Y2 - 29 October 2023 through 1 November 2023

ER -

Onthoni AI, Sahoo PK. Instance Segmentation based Object Detection with Enhanced Path Aggregation Network. 於 2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023. Institute of Electrical and Electronics Engineers Inc. 2023. (2023 IEEE Latin American Conference on Computational Intelligence, LA-CCI 2023). doi: 10.1109/LA-CCI58595.2023.10409479

Instance Segmentation based Object Detection with Enhanced Path Aggregation Network

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