DTCC: Multi-level dilated convolution with transformer for weakly-supervised crowd counting
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s41095-022-0313-5 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7722 |
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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 |