From e887cbac77ad5c96f0d81d1902cbbba0c5415675 Mon Sep 17 00:00:00 2001 From: nyoki-mtl Date: Mon, 10 Sep 2018 16:44:27 +0900 Subject: [PATCH] Modify notebook --- notebook/2.make_target_images.ipynb | 70 +++++------------------------ 1 file changed, 10 insertions(+), 60 deletions(-) diff --git a/notebook/2.make_target_images.ipynb b/notebook/2.make_target_images.ipynb index 79e1b63..1207fce 100644 --- a/notebook/2.make_target_images.ipynb +++ b/notebook/2.make_target_images.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -72,17 +72,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bulding VGG19\n" - ] - } - ], + "outputs": [], "source": [ "weight_name = openpose_dir.joinpath('network/weight/pose_model.pth')\n", "\n", @@ -96,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -116,30 +108,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "img_path = sorted(img_dir.iterdir())[0]\n", "img = cv2.imread(str(img_path))\n", @@ -156,30 +127,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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foxVeh4FbadXZ99dDZm7PzK2ZuRV4Cdi+QE2N+Jl2a1l/r0NgkvOXITfRQnU2Ybn0l4CPz4wOA+sbWifAD4DrIuJntN5Y3waOVXVdRuuTrImvh6b+7qFLy/qdLCQVzslCUuEMAalwhoBUOENAKpwhIBXOEJAKZwhIhTMEpML9P7GXfSYQge9cAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "multiplier = get_multiplier(img)\n", "with torch.no_grad():\n",