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DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting

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Bibliographic Details
Main Authors: Zhuangzhuang, Miao, Yong, Zhang, Yuan, Peng
Format: Book
Language:English
Published: Springer 2023
Subjects:
Weakly-supervised methods
DTCC
Online Access:https://link.springer.com/article/10.1007/s41095-022-0313-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7722
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spelling oai:localhost:PNK-77222023-04-10T04:36:40Z DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting Zhuangzhuang, Miao Yong, Zhang Yuan, Peng Weakly-supervised methods DTCC CC BY Crowd counting provides an important foundation for public security and urban management. Due to the existence of small targets and large density variations in crowd images, crowd counting is a challenging task. Mainstream methods usually apply convolution neural networks (CNNs) to regress a density map, which requires annotations of individual persons and counts. Weakly-supervised methods can avoid detailed labeling and only require counts as annotations of images, but existing methods fail to achieve satisfactory performance because a global perspective field and multi-level information are usually ignored. We propose a weakly-supervised method, DTCC, which effectively combines multi-level dilated convolution and transformer methods to realize end-to-end crowd counting. 2023-04-10T04:36:40Z 2023-04-10T04:36:40Z 2023 Book https://link.springer.com/article/10.1007/s41095-022-0313-5 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7722 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic Weakly-supervised methods
DTCC
spellingShingle Weakly-supervised methods
DTCC
Zhuangzhuang, Miao
Yong, Zhang
Yuan, Peng
DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
description CC BY
format Book
author Zhuangzhuang, Miao
Yong, Zhang
Yuan, Peng
author_facet Zhuangzhuang, Miao
Yong, Zhang
Yuan, Peng
author_sort Zhuangzhuang, Miao
title DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
title_short DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
title_full DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
title_fullStr DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
title_full_unstemmed DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
title_sort dtcc: multi-level dilated convolution with transformer for weakly-supervised crowd counting
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s41095-022-0313-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7722
_version_ 1762818481446715392
score 8.887836

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