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35 lines
2.0 KiB
Markdown
35 lines
2.0 KiB
Markdown
# GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
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## Introduction
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- GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
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: [https://arxiv.org/abs/1904.11492](https://arxiv.org/abs/1904.11492)
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```
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@article{DBLP:journals/corr/abs-1904-11492,
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author = {Yue Cao and
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Jiarui Xu and
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Stephen Lin and
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Fangyun Wei and
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Han Hu},
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title = {GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond},
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journal = {CoRR},
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volume = {abs/1904.11492},
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year = {2019},
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url = {http://arxiv.org/abs/1904.11492},
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archivePrefix = {arXiv},
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eprint = {1904.11492},
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timestamp = {Tue, 09 Jul 2019 16:48:55 +0200},
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biburl = {https://dblp.org/rec/bib/journals/corr/abs-1904-11492},
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bibsource = {dblp computer science bibliography, https://dblp.org}
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}
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```
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## Model Zoo
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| Backbone | Type | Context| Image/gpu | Lr schd | Inf time (fps) | Box AP | Mask AP | Download | Configs |
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| :---------------------- | :-------------: | :-------------: | :-------: | :-----: | :------------: | :----: | :-----: | :----------------------------------------------------------: | :-----: |
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| ResNet50-vd-FPN | Mask | GC(c3-c5, r16, add) | 2 | 2x | 15.31 | 41.4 | 36.8 | [model](https://paddlemodels.bj.bcebos.com/object_detection/mask_rcnn_r50_vd_fpn_gcb_add_r16_2x.tar) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/static/configs/gcnet/mask_rcnn_r50_vd_fpn_gcb_add_r16_2x.yml) |
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| ResNet50-vd-FPN | Mask | GC(c3-c5, r16, mul) | 2 | 2x | 15.35 | 40.7 | 36.1 | [model](https://paddlemodels.bj.bcebos.com/object_detection/mask_rcnn_r50_vd_fpn_gcb_mul_r16_2x.tar) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/static/configs/gcnet/mask_rcnn_r50_vd_fpn_gcb_mul_r16_2x.yml) |
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