mmsegmentation/demo/inference_demo.ipynb

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{
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"metadata": {},
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"outputs": [],
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"source": [
"!mkdir ../checkpoints\n",
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"!wget https://download.openmmlab.com/mmsegmentation/v0.5/pspnet/pspnet_r50-d8_512x1024_40k_cityscapes/pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth -P ../checkpoints"
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"metadata": {
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"source": [
"from mmseg.apis import init_segmentor, inference_segmentor, show_result_pyplot\n",
"from mmseg.core.evaluation import get_palette"
]
},
{
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"source": [
"config_file = '../configs/pspnet/pspnet_r50-d8_512x1024_40k_cityscapes.py'\n",
"checkpoint_file = '../checkpoints/pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth'"
]
},
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"cell_type": "code",
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"metadata": {},
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"source": [
"# build the model from a config file and a checkpoint file\n",
"model = init_segmentor(config_file, checkpoint_file, device='cuda:0')"
]
},
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"source": [
"# test a single image\n",
"img = 'demo.png'\n",
"result = inference_segmentor(model, img)"
]
},
{
"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
"# show the results\n",
"show_result_pyplot(model, img, result, get_palette('cityscapes'))"
]
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