[Feature] Add attention module of CBAM #246
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Added tutorials on the use of the attention module
Nioolek
reviewed
Nov 5, 2022
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Pls fix the lint |
hhaAndroid
reviewed
Nov 7, 2022
hhaAndroid
reviewed
Nov 8, 2022
hhaAndroid
reviewed
Nov 8, 2022
mmyolo/models/plugins/cbam.py
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| super(ChannelAttention, self).__init__() | ||
| self.avg_pool = nn.AdaptiveAvgPool2d(1) | ||
| self.max_pool = nn.AdaptiveMaxPool2d(1) | ||
| self.conv1 = ConvModule( |
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conv1 和 conv2 写成 nn.seq 比较好
hhaAndroid
reviewed
Nov 8, 2022
Nioolek
reviewed
Nov 8, 2022
mmyolo/models/plugins/cbam.py
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| def __init__(self, | ||
| channels: int, | ||
| ratio: int = 16, | ||
| act_cfg: Union[int, Sequence[int]] = (dict(type='ReLU'), |
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Union[int, Sequence[int]]？
Nioolek
reviewed
Nov 8, 2022
mmyolo/models/plugins/cbam.py
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| conv_cfg=None, | ||
| act_cfg=None) | ||
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| self.activate1 = MODELS.build(act_cfg[0]) |
PeterH0323
reviewed
Nov 9, 2022
| CBAM( | ||
| in_channels=16, | ||
| act_cfg=dict( | ||
| ChannelAttention=(dict(type='ReLU'), ), |
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Suggested change
| ChannelAttention=(dict(type='ReLU'), ), | |
| ChannelAttention=(dict(type='ReLU')), |
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| stages=(False, False, True, True)), | ||
| ], )) |
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| stages=(False, False, True, True)), | |
| ], )) | |
| stages=(False, False, True, True)) | |
| ])) |
hhaAndroid
reviewed
Nov 9, 2022
mmyolo/models/plugins/cbam.py
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| def __init__(self, | ||
| channels: int, | ||
| ratio: int = 16, | ||
| act_cfg: Union[dict, |
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act_cfg 里面套两个激活，其实没有这种写法，不推荐
RangeKing
reviewed
Nov 9, 2022
hhaAndroid
reviewed
Nov 10, 2022
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| class ChannelAttention(BaseModule): | ||
| """ChannelAttention |
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| """ChannelAttention | |
| """ChannelAttention | |
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| class SpatialAttention(BaseModule): | ||
| """SpatialAttention |
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| """SpatialAttention | |
| """SpatialAttention | |
hhaAndroid
approved these changes
Nov 10, 2022
hhaAndroid
pushed a commit
that referenced
this pull request
Nov 10, 2022
* Add Attention Modules * Adde tutorials on the use of the attention module in How_to * Update how_to.md Added tutorials on the use of the attention module * Update attention_layers.py * Rename attention_layers.py to cbam_layer.py * Update __init__.py * Update how_to.md * Update how_to.md * Update how_to.md * Update cbam_layer.py * Update cbam_layer.py * Update cbam_layer.py * Update how_to.md * update * add docstring typehint * add unit test * refine unit test * updata how_to * add plugins directory * refine plugin.md * refine cbam.py and plugins.md * refine cbam.py and plugins.md * fix error in test_cbam.py * refine cbam.py and fix error in test_cbam.py * refine cbam.py and plugins.md * refine cbam.py and docs
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Motivation
Add attention module of CBAM
Modification