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Fastscnn improve (#1407)
* add new fastscnn model * pip sanity check * change python
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‎docs/model_zoo/segmentation.rst

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Cityscapes Dataset
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------------------
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| Name | Method | pixAcc | mIoU | Command | log |
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+=====================================+=================+===========+===========+=============================================================================================================================================+====================================================================================================================================+
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| psp_resnet101_citys | PSP [3]_ | 96.4 | 79.9 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/psp_resnet101_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/psp_resnet101_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| deeplab_resnet50_citys | DeepLabV3 [4]_ | 96.3 | 78.7 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet50_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet50_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| deeplab_resnet101_citys | DeepLabV3 [4]_ | 96.4 | 79.4 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet101_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet101_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| danet_resnet50_citys | DANet [7]_ | 96.3 | 78.5 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet50_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet50_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| danet_resnet101_citys | DANet [7]_ | 96.5 | 80.1 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet101_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet101_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| icnet_resnet50_citys | ICNet [5]_ | 95.5 | 74.5 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/icnet_resnet50_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/icnet_resnet50_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| fastscnn_citys | FastSCNN [8]_ | 94.3 | 67.2 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/fastscnn_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/fastscnn_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| deeplab_v3b_plus_wideresnet_citys | VPLR [6]_ | N/A | 83.5 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_v3b_plus_wideresnet_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_v3b_plus_wideresnet_citys.log>`_ |
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+-------------------------------------+-----------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| Name | Method | pixAcc | mIoU | Command | log |
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+=====================================+===================+===========+===========+=============================================================================================================================================+====================================================================================================================================+
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| psp_resnet101_citys | PSP [3]_ | 96.4 | 79.9 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/psp_resnet101_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/psp_resnet101_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| deeplab_resnet50_citys | DeepLabV3 [4]_ | 96.3 | 78.7 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet50_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet50_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| deeplab_resnet101_citys | DeepLabV3 [4]_ | 96.4 | 79.4 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet101_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_resnet101_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| danet_resnet50_citys | DANet [7]_ | 96.3 | 78.5 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet50_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet50_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| danet_resnet101_citys | DANet [7]_ | 96.5 | 80.1 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet101_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/danet_resnet101_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| icnet_resnet50_citys | ICNet [5]_ | 95.5 | 74.5 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/icnet_resnet50_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/icnet_resnet50_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| fastscnn_citys |FastSCNN [8]_ [10]_| 95.1 | 72.3 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/fastscnn_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/fastscnn_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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| deeplab_v3b_plus_wideresnet_citys | VPLR [6]_ | N/A | 83.5 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_v3b_plus_wideresnet_citys.sh>`_ | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/segmentation/deeplab_v3b_plus_wideresnet_citys.log>`_ |
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+-------------------------------------+-------------------+-----------+-----------+---------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------+
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MHP-V1 Dataset
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--------------
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.. [9] Hang Zhang, Chongruo Wu, Zhongyue Zhang, Yi Zhu, Zhi Zhang, Haibin Lin, Yue Sun, Tong He, Jonas Muller, R. Manmatha, Mu Li and Alex Smola \
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"ResNeSt: Split-Attention Network" \
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arXiv preprint (2020).
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.. [10] Yi Zhu, Zhongyue Zhang, Chongruo Wu, Zhi Zhang, Tong He, Hang Zhang, R. Manmatha, Mu Li and Alexander Smola \
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"Improving Semantic Segmentation via Self-Training" \
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arXiv preprint arXiv:2004.14960 (2020).

‎gluoncv/model_zoo/model_store.py

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('63db8a7938586525256a0bdc6632ed986e4026cf', 'icnet_resnet50_mhpv1'),
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('cf6a7bb3d55360933de647a8505f7936003902a4', 'deeplab_resnet50_citys'),
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('eb8477a91efc244c85b364c0736664078aaf0e65', 'deeplab_resnet101_citys'),
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('b34e59e3e98e8d99f2609ff53f24629ed287b31c', 'fastscnn_citys'),
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('95aad0b699ae17c67caa44b3ead4b23474e98954', 'fastscnn_citys'),
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('143e1f1c1c1f2d3a3416887e088ebfdd4e1e2345', 'danet_resnet50_citys'),
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('6ead3d099f7a320846bddb51148c3fe3b5ade5c2', 'danet_resnet101_citys'),
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('f5ece5ce1422eeca3ce2908004e469ffdf91fd41', 'yolo3_darknet53_voc'),

‎tests/pylint.yml

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name: gluon_cv_pylint
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dependencies:
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- python=3.6
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- python=3.7
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- pip=19.1.1
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- pip:
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- pylint==2.4.4

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