Multi-head attention-based two-stream EfficientNet for action recognition
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/s00530-022-00961-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7352 |
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oai:localhost:PNK-73522023-03-31T01:20:48Z Multi-head attention-based two-stream EfficientNet for action recognition Aihua, Zhou Yujun, Ma Wanting, Ji Multi-head Attention-based Two-stream EfficientNet MAT-EffNet EfficientNet CC BY Recent years have witnessed the popularity of using two-stream convolutional neural networks for action recognition. However, existing two-stream convolutional neural network-based action recognition approaches are incapable of distinguishing some roughly similar actions in videos such as sneezing and yawning. To solve this problem, we propose a Multi-head Attention-based Two-stream EfficientNet (MAT-EffNet) for action recognition, which can take advantage of the efficient feature extraction of EfficientNet. The proposed network consists of two streams (i.e., a spatial stream and a temporal stream), which first extract the spatial and temporal features from consecutive frames by using EfficientNet. 2023-03-31T01:20:48Z 2023-03-31T01:20:48Z 2023 Book https://link.springer.com/article/10.1007/s00530-022-00961-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7352 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
Multi-head Attention-based Two-stream EfficientNet MAT-EffNet EfficientNet |
| spellingShingle |
Multi-head Attention-based Two-stream EfficientNet MAT-EffNet EfficientNet Aihua, Zhou Yujun, Ma Wanting, Ji Multi-head attention-based two-stream EfficientNet for action recognition |
| description |
CC BY |
| format |
Book |
| author |
Aihua, Zhou Yujun, Ma Wanting, Ji |
| author_facet |
Aihua, Zhou Yujun, Ma Wanting, Ji |
| author_sort |
Aihua, Zhou |
| title |
Multi-head attention-based two-stream EfficientNet for action recognition |
| title_short |
Multi-head attention-based two-stream EfficientNet for action recognition |
| title_full |
Multi-head attention-based two-stream EfficientNet for action recognition |
| title_fullStr |
Multi-head attention-based two-stream EfficientNet for action recognition |
| title_full_unstemmed |
Multi-head attention-based two-stream EfficientNet for action recognition |
| title_sort |
multi-head attention-based two-stream efficientnet for action recognition |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s00530-022-00961-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7352 |
| _version_ |
1761912523406180352 |
| score |
8.893527 |