{
"cells": [
{
"cell_type": "markdown",
"id": "ee446f4a",
"metadata": {},
"source": [
"[![image](https://raw.githubusercontent.com/visual-layer/visuallayer/main/imgs/vl_horizontal_logo.png)](https://www.visual-layer.com)"
]
},
{
"cell_type": "markdown",
"id": "2d3a2ba6-3ba0-4770-b025-c88adf5b292e",
"metadata": {},
"source": [
"# fastdup for Satellite Imagery\n",
"[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/visual-layer/fastdup/blob/main/examples/satellite-image-analysis.ipynb)\n",
"[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/visual-layer/fastdup/blob/main/examples/satellite-image-analysis.ipynb)\n",
"\n",
"In this notebook we load satellite data from Mafat Competition https://mafatchallenge.mod.gov.il/, which consists of 16 bit grayscale images with rotated bounding boxes.\n",
"\n",
"The dataset is also available on Kaggle [here](https://www.kaggle.com/datasets/dragonzhang/mafat-train-dataset).\n",
"\n",
"We show how to work with this dataset using fastdup. It takes 140 seconds to process 18,000 bounding boxes and find all similarities.\n",
"\n",
"We use components gallery to highly suspected wrong bounding boxes as well as correct bounding boxes.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b2cc8c20-4069-4183-a247-0dc28788b158",
"metadata": {},
"outputs": [],
"source": [
"!pip install fastdup -Uq"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "51b8ea18",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/usr/bin/dpkg\n"
]
},
{
"data": {
"text/plain": [
"'1.26'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import fastdup\n",
"fastdup.__version__"
]
},
{
"cell_type": "markdown",
"id": "eb290525",
"metadata": {},
"source": [
"Download mafat traing data, extract the zip file and put the notebook one level below images/ folder"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "73ec897b",
"metadata": {},
"outputs": [],
"source": [
"!kaggle datasets download -d dragonzhang/mafat-train-dataset"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "15dc9cf9",
"metadata": {},
"outputs": [],
"source": [
"!unzip mafat-train-dataset.zip"
]
},
{
"cell_type": "markdown",
"id": "538d2699-4678-4f0b-a570-412d4a97c7ae",
"metadata": {},
"source": [
"## Prepare annotation for fastdup format\n",
"\n",
"\n",
"Here we read the data as given in the competition, one annotation file per each image. We combine all files into a single flat table"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8e6087e1-9a59-4958-9110-a199c35c10f6",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"files=!ls labelTxt\n",
"files = [os.path.join('labelTxt', f) for f in files]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d64f0fa9-2ae4-4636-8866-a5303a490669",
"metadata": {},
"outputs": [],
"source": [
"def read_annotations(f):\n",
" with open(f, 'r') as fd:\n",
" lines = fd.readlines()\n",
"\n",
" bounding_boxes = []\n",
"\n",
" for line in lines:\n",
" tokens = line.split()\n",
" x1, y1, x2, y2, x3, y3, x4, y4 = map(float, tokens[:8])\n",
" label = tokens[8]\n",
" bounding_box = {'annot':f , 'x1': x1, 'y1': y1, 'x2': x2, 'y2': y2, 'x3': x3, 'y3': y3, 'x4': x4, 'y4': y4, 'label': label}\n",
" bounding_boxes.append(bounding_box)\n",
" return bounding_boxes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "696a9865-8a7d-45e4-9f8b-eea4b424c91f",
"metadata": {},
"outputs": [],
"source": [
"annot = []\n",
"for f in files:\n",
" annot.extend(read_annotations(f))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d6d95cd5-990c-4ce0-9a0d-c127a8a456b6",
"metadata": {},
"outputs": [
{
"data": {
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" annot x1 y1 x2 y2 x3 y3 x4 y4 label filename\n",
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]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.DataFrame(annot)\n",
"df['filename'] = df['annot'].apply(lambda x: x.replace('labelTxt', 'images').replace('.txt', '.tiff'))\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1b4ccdaa-6162-4684-9808-303966e080bd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total annotations 117\n"
]
}
],
"source": [
"print('total annotations', len(df))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c46545d0-3e52-4257-91cf-68e1a2b8d10c",
"metadata": {},
"outputs": [],
"source": [
"df.index.name = 'index'\n",
"df[['filename', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3', 'x4', 'y4', 'label']].to_csv('mafat.csv',index_label='index')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "92a5df03-d456-40a2-a01f-42a47f6835b5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"index,filename,x1,y1,x2,y2,x3,y3,x4,y4,label\r\n",
"0,images/126_0_0.tiff,1221.94,423.54,1229.28,404.73,1236.34,407.49,1229.0,426.3,large_vehicle\r\n",
"1,images/126_0_0.tiff,445.8,729.0,457.34,729.6,457.01,735.82,445.47,735.22,medium_vehicle\r\n",
"2,images/126_0_0.tiff,1059.83,237.72,1079.99,225.27,1084.31,232.27,1064.15,244.72,heavy_equipment\r\n",
"3,images/126_0_0.tiff,964.83,831.37,981.88,832.92,981.26,839.71,964.21,838.16,medium_vehicle\r\n",
"4,images/126_0_0.tiff,985.48,867.08,1001.37,868.52,1000.75,875.29,984.86,873.85,medium_vehicle\r\n",
"5,images/126_0_0.tiff,1012.44,839.59,1031.34,841.31,1030.73,848.08,1011.83,846.36,large_vehicle\r\n",
"6,images/126_0_0.tiff,7.4,262.78,25.79,261.82,26.21,269.89,7.82,270.85,large_vehicle\r\n",
"7,images/126_0_0.tiff,1121.18,877.51,1137.87,879.03,1137.25,885.8,1120.56,884.28,medium_vehicle\r\n",
"8,images/126_0_0.tiff,571.05,753.26,585.66,754.02,585.31,760.57,570.7,759.81,medium_vehicle\r\n"
]
}
],
"source": [
"# This is the required input by fastdup\n",
"!head mafat.csv"
]
},
{
"cell_type": "markdown",
"id": "620799ea-3318-4a74-8dd0-d74ec3f42849",
"metadata": {},
"source": [
"## Run fastdup to crop and build a model for the crops"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d8dcc080-7ef8-4789-8e14-7b56794c4d22",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import cv2\n",
"\n",
"!rm -fr output"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d5abac7d-3b78-4090-9c6a-50abea31b0db",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import fastdup\n",
"df = pd.read_csv('mafat.csv')\n",
"fd = fastdup.create(input_dir='.', work_dir='output')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "94156d52-1c7d-400f-a0c2-63df5648a0e9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"FastDup Software, (C) copyright 2022 Dr. Amir Alush and Dr. Danny Bickson.\n",
"2023-07-13 18:58:04 [INFO] Going to loop over dir /tmp/tmplebc1a_5.csv\n",
"2023-07-13 18:58:04 [INFO] Found total 117 images to run on, 117 train, 0 test, name list 117, counter 117 \n",
"FastDup Software, (C) copyright 2022 Dr. Amir Alush and Dr. Danny Bickson.utes\n",
"2023-07-13 18:58:05 [INFO] Going to loop over dir /tmp/crops_input.csv\n",
"2023-07-13 18:58:05 [INFO] Found total 117 images to run on, 117 train, 0 test, name list 117, counter 117 \n",
"2023-07-13 18:58:06 [INFO] Found total 117 images to run onstimated: 0 Minutes\n",
"Finished histogram 0.048\n",
"Finished bucket sort 0.056\n",
"2023-07-13 18:58:06 [INFO] 10) Finished write_index() NN model\n",
"2023-07-13 18:58:06 [INFO] Stored nn model index file output/nnf.index\n",
"2023-07-13 18:58:06 [INFO] Total time took 1021 ms\n",
"2023-07-13 18:58:06 [INFO] Found a total of 0 fully identical images (d>0.990), which are 0.00 %\n",
"2023-07-13 18:58:06 [INFO] Found a total of 2 nearly identical images(d>0.980), which are 0.85 %\n",
"2023-07-13 18:58:06 [INFO] Found a total of 193 above threshold images (d>0.900), which are 82.48 %\n",
"2023-07-13 18:58:06 [INFO] Found a total of 11 outlier images (d<0.050), which are 4.70 %\n",
"2023-07-13 18:58:06 [INFO] Min distance found 0.455 max distance 0.982\n",
"2023-07-13 18:58:06 [INFO] Running connected components for ccthreshold 0.950000 \n",
".0\n",
" ########################################################################################\n",
"\n",
"Dataset Analysis Summary: \n",
"\n",
" Dataset contains 117 images\n",
" Valid images are 100.00% (117) of the data, invalid are 0.00% (0) of the data\n",
" Similarity: 18.80% (22) belong to 4 similarity clusters (components).\n",
" 81.20% (95) images do not belong to any similarity cluster.\n",
" Largest cluster has 82 (70.09%) images.\n",
" For a detailed analysis, use `.connected_components()`\n",
"(similarity threshold used is 0.9, connected component threshold used is 0.95).\n",
"\n",
" Outliers: 5.98% (7) of images are possible outliers, and fall in the bottom 5.00% of similarity values.\n",
" For a detailed list of outliers, use `.outliers()`.\n"
]
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fd.run(annotations=df, overwrite=True, bounding_box='rotated', augmentation_additive_margin=15,\n",
" verbose=False, ccthreshold=0.95)"
]
},
{
"cell_type": "markdown",
"id": "a834aaaa-a76c-49bc-b293-c3c3e114d7aa",
"metadata": {},
"source": [
"## Find suspected wrong bounding boxes\n",
"\n",
"From - crop image name\n",
"To - similar images\n",
"where the labels are not matching"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "4e445a56-ffa9-448d-9e74-715413fc4f3c",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"medium_vehicle\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 357.88it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Finished OK. Components are stored as image files output/galleries/components_[index].jpg\n",
"Stored components visual view in output/galleries/components.html\n",
"Execution time in seconds 0.1\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
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Components Report
Showing groups of similar images, from different classes
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" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" component | \n",
" 45 | \n",
"
\n",
"\n",
" num_images | \n",
" 2 | \n",
"
\n",
"\n",
" mean_distance | \n",
" 0.9688 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Label | \n",
"
\n",
"\n",
" medium_vehicle | \n",
" 1 | \n",
"
\n",
"\n",
" small_vessel | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
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\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" component | \n",
" 59 | \n",
"
\n",
"\n",
" num_images | \n",
" 2 | \n",
"
\n",
"\n",
" mean_distance | \n",
" 0.9576 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Label | \n",
"
\n",
"\n",
" medium_vehicle | \n",
" 1 | \n",
"
\n",
"\n",
" medium_vessel | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" component | \n",
" 63 | \n",
"
\n",
"\n",
" num_images | \n",
" 5 | \n",
"
\n",
"\n",
" mean_distance | \n",
" 0.9573 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Label | \n",
"
\n",
"\n",
" heavy_equipment | \n",
" 2 | \n",
"
\n",
"\n",
" medium_vehicle | \n",
" 2 | \n",
"
\n",
"\n",
" small_aircraft | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" component | \n",
" 64 | \n",
"
\n",
"\n",
" num_images | \n",
" 2 | \n",
"
\n",
"\n",
" mean_distance | \n",
" 0.9554 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Label | \n",
"
\n",
"\n",
" heavy_equipment | \n",
" 1 | \n",
"
\n",
"\n",
" small_vessel | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" component | \n",
" 15 | \n",
"
\n",
"\n",
" num_images | \n",
" 10 | \n",
"
\n",
"\n",
" mean_distance | \n",
" 0.955 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Label | \n",
"
\n",
"\n",
" small_vessel | \n",
" 4 | \n",
"
\n",
"\n",
" medium_vehicle | \n",
" 3 | \n",
"
\n",
"\n",
" medium_vessel | \n",
" 2 | \n",
"
\n",
"\n",
" heavy_equipment | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
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\n",
"
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"
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"
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"
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" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" component | \n",
" 13 | \n",
"
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"\n",
" num_images | \n",
" 23 | \n",
"
\n",
"\n",
" mean_distance | \n",
" 0.95 | \n",
"
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" \n",
"
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"
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"
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"
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"
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"
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" \n",
" \n",
" Label | \n",
"
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"\n",
" small_vessel | \n",
" 10 | \n",
"
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"\n",
" medium_vehicle | \n",
" 7 | \n",
"
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"\n",
" medium_vessel | \n",
" 4 | \n",
"
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"\n",
" heavy_equipment | \n",
" 1 | \n",
"
\n",
"\n",
" large_aircraft | \n",
" 1 | \n",
"
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" \n",
"
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"
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"
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"
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" \n",
"
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" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fd.vis.component_gallery(load_crops=True, enhance_image=True, keep_aspect_ratio=True, \n",
" slice='diff', num_images=20, save_artifacts=True)"
]
},
{
"cell_type": "markdown",
"id": "c0b9d32a",
"metadata": {},
"source": [
"Looking at the raw cluster to link back cluster name to to file"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d1129fcd-ab0b-4ef7-93a0-30fea445be2f",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('output/galleries/components.csv')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "1422b9cd-34cf-496f-be2a-48ca5f358193",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Unnamed: 0 | \n",
" component_id | \n",
" files | \n",
" label | \n",
" files_ids | \n",
" distance | \n",
" len | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 45 | \n",
" 45 | \n",
" ['output/crops/images126_0_5120.tiff_704_1078_710_1079_709_1091_703_1091.jpg', 'output/crops/images126_0_5120.tiff_991_1081_1004_1081_1004_1086_991_1086.jpg'] | \n",
" ['medium_vehicle', 'small_vessel'] | \n",
" [50, 72] | \n",
" 0.9688 | \n",
" 2 | \n",
"
\n",
" \n",
" 1 | \n",
" 59 | \n",
" 59 | \n",
" ['output/crops/images126_0_5120.tiff_241_1265_259_1265_259_1273_241_1273.jpg', 'output/crops/images126_0_5120.tiff_1166_1005_1181_1005_1181_1009_1166_1010.jpg'] | \n",
" ['medium_vehicle', 'medium_vessel'] | \n",
" [88, 90] | \n",
" 0.9576 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" 63 | \n",
" 63 | \n",
" ['output/crops/images126_1280_5120.tiff_996_134_1012_134_1012_141_996_141.jpg', 'output/crops/images126_1280_5120.tiff_192_81_197_80_197_91_193_91.jpg', 'output/crops/images126_1280_5120.tiff_191_101_196_101_196_111_191_111.jpg', 'output/crops/images126_1280_5120.tiff_1012_148_1030_161_1024_170_1006_156.jpg', 'output/crops/images126_1280_5120.tiff_909_1133_909_1107_939_1107_939_1132.jpg'] | \n",
" ['heavy_equipment', 'medium_vehicle', 'medium_vehicle', 'heavy_equipment', 'small_aircraft'] | \n",
" [93, 99, 103, 104, 114] | \n",
" 0.9573 | \n",
" 5 | \n",
"
\n",
" \n",
" 3 | \n",
" 64 | \n",
" 64 | \n",
" ['output/crops/images126_0_5120.tiff_1134_1049_1134_1061_1129_1061_1129_1050.jpg', 'output/crops/images126_1280_5120.tiff_267_1221_253_1206_259_1201_273_1215.jpg'] | \n",
" ['small_vessel', 'heavy_equipment'] | \n",
" [94, 115] | \n",
" 0.9554 | \n",
" 2 | \n",
"
\n",
" \n",
" 4 | \n",
" 15 | \n",
" 15 | \n",
" ['output/crops/images126_0_0.tiff_964_831_981_832_981_839_964_838.jpg', 'output/crops/images126_0_5120.tiff_987_1097_997_1097_997_1101_986_1101.jpg', 'output/crops/images126_0_5120.tiff_1149_1050_1149_1065_1143_1065_1143_1051.jpg', 'output/crops/images126_0_5120.tiff_1163_998_1174_998_1174_1003_1163_1003.jpg', 'output/crops/images126_0_5120.tiff_1063_1171_1075_1171_1075_1176_1063_1177.jpg', 'output/crops/images126_0_5120.tiff_1124_1050_1125_1064_1120_1064_1119_1051.jpg', 'output/crops/images126_1280_5120.tiff_1049_127_1064_127_1064_134_1049_134.jpg', 'output/crops/images126_0_5120.tiff_1228_1005_1243_1005_1243_1011_1228_1011.jpg', 'output/crops/images126_1280_5120.tiff_931_143_937_143_937_161_931_161.jpg', 'output/crops/images126_1280_5120.tiff_300_170_315_170_315_177_300_177.jpg'] | \n",
" ['medium_vehicle', 'small_vessel', 'medium_vessel', 'small_vessel', 'small_vessel', 'small_vessel', 'heavy_equipment', 'medium_vessel', 'medium_vehicle', 'medium_vehicle'] | \n",
" [15, 48, 55, 67, 75, 80, 87, 97, 106, 107] | \n",
" 0.9550 | \n",
" 10 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Unnamed: 0 component_id files label \\\n",
"0 45 45 ['output/crops/images126_0_5120.tiff_704_1078_710_1079_709_1091_703_1091.jpg', 'output/crops/images126_0_5120.tiff_991_1081_1004_1081_1004_1086_991_1086.jpg'] ['medium_vehicle', 'small_vessel'] \n",
"1 59 59 ['output/crops/images126_0_5120.tiff_241_1265_259_1265_259_1273_241_1273.jpg', 'output/crops/images126_0_5120.tiff_1166_1005_1181_1005_1181_1009_1166_1010.jpg'] ['medium_vehicle', 'medium_vessel'] \n",
"2 63 63 ['output/crops/images126_1280_5120.tiff_996_134_1012_134_1012_141_996_141.jpg', 'output/crops/images126_1280_5120.tiff_192_81_197_80_197_91_193_91.jpg', 'output/crops/images126_1280_5120.tiff_191_101_196_101_196_111_191_111.jpg', 'output/crops/images126_1280_5120.tiff_1012_148_1030_161_1024_170_1006_156.jpg', 'output/crops/images126_1280_5120.tiff_909_1133_909_1107_939_1107_939_1132.jpg'] ['heavy_equipment', 'medium_vehicle', 'medium_vehicle', 'heavy_equipment', 'small_aircraft'] \n",
"3 64 64 ['output/crops/images126_0_5120.tiff_1134_1049_1134_1061_1129_1061_1129_1050.jpg', 'output/crops/images126_1280_5120.tiff_267_1221_253_1206_259_1201_273_1215.jpg'] ['small_vessel', 'heavy_equipment'] \n",
"4 15 15 ['output/crops/images126_0_0.tiff_964_831_981_832_981_839_964_838.jpg', 'output/crops/images126_0_5120.tiff_987_1097_997_1097_997_1101_986_1101.jpg', 'output/crops/images126_0_5120.tiff_1149_1050_1149_1065_1143_1065_1143_1051.jpg', 'output/crops/images126_0_5120.tiff_1163_998_1174_998_1174_1003_1163_1003.jpg', 'output/crops/images126_0_5120.tiff_1063_1171_1075_1171_1075_1176_1063_1177.jpg', 'output/crops/images126_0_5120.tiff_1124_1050_1125_1064_1120_1064_1119_1051.jpg', 'output/crops/images126_1280_5120.tiff_1049_127_1064_127_1064_134_1049_134.jpg', 'output/crops/images126_0_5120.tiff_1228_1005_1243_1005_1243_1011_1228_1011.jpg', 'output/crops/images126_1280_5120.tiff_931_143_937_143_937_161_931_161.jpg', 'output/crops/images126_1280_5120.tiff_300_170_315_170_315_177_300_177.jpg'] ['medium_vehicle', 'small_vessel', 'medium_vessel', 'small_vessel', 'small_vessel', 'small_vessel', 'heavy_equipment', 'medium_vessel', 'medium_vehicle', 'medium_vehicle'] \n",
"\n",
" files_ids distance len \n",
"0 [50, 72] 0.9688 2 \n",
"1 [88, 90] 0.9576 2 \n",
"2 [93, 99, 103, 104, 114] 0.9573 5 \n",
"3 [94, 115] 0.9554 2 \n",
"4 [15, 48, 55, 67, 75, 80, 87, 97, 106, 107] 0.9550 10 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "937b6733",
"metadata": {},
"source": [
"Looking at good labels"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "5225bde9-baea-4a45-92fd-baab7d6d4553",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Traceback (most recent call last):\n",
" File \"/home/dnth/anaconda3/envs/fastdup/lib/python3.10/site-packages/fastdup/__init__.py\", line 1376, in create_components_gallery\n",
" ret = do_create_components_gallery(work_dir, save_path, num_images, lazy_load, get_label_func, group_by, slice,\n",
" File \"/home/dnth/anaconda3/envs/fastdup/lib/python3.10/site-packages/fastdup/galleries.py\", line 1399, in do_create_components_gallery\n",
" ret = visualize_top_components(work_dir, save_dir, num_images,\n",
" File \"/home/dnth/anaconda3/envs/fastdup/lib/python3.10/site-packages/fastdup/galleries.py\", line 795, in visualize_top_components\n",
" top_components = do_find_top_components(work_dir=work_dir, get_label_func=get_label_func, group_by=group_by,\n",
" File \"/home/dnth/anaconda3/envs/fastdup/lib/python3.10/site-packages/fastdup/galleries.py\", line 1236, in do_find_top_components\n",
" assert len(comps), \"No components found with more than one image/video\"\n",
"AssertionError: No components found with more than one image/video\n"
]
}
],
"source": [
"fd.vis.component_gallery(load_crops=True, enhance_image=True, keep_aspect_ratio=True,\n",
" slice='same', num_images=20, save_artifacts=True)"
]
},
{
"cell_type": "markdown",
"id": "8bf752ae",
"metadata": {},
"source": [
"## Outliers\n",
"\n",
"Let's look on outliers on the satellite image level"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "4082bd38-22ab-445b-a9a2-a72856352870",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 7/7 [00:00<00:00, 26144.37it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stored outliers visual view in output/galleries/outliers.html\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/html": [
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" Outliers Report\n",
" \n",
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"\n",
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" \n",
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Outliers Report
Showing image outliers, one per row
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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.46795 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_333_977_331_879_448_877_449_975jpg | \n",
"
\n",
"\n",
" label | \n",
" large_aircraft | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
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"
\n",
"
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"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.848818 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_0_2560tiff_1221_1277_1244_1273_1245_1280_1222_1283jpg | \n",
"
\n",
"\n",
" label | \n",
" bus | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.855832 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_0_0tiff_7_262_25_261_26_269_7_270jpg | \n",
"
\n",
"\n",
" label | \n",
" large_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYFBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCABMADkDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD8/v2KLWCD9l/w+k6jMrXkuC2Ot1KB+gFdp4v8E6fq7R31rfS2l2qBVuIyewHX1FZn7H1lolr+zp4VtdYsZWRtN8zzIj8y75HboevWvdPhz4P+HkXiGHxfqutJd6TpMb3d7ayfeZEUnaQfUgCgD5T8c33ivTGj0DXtRaZEPmwPuzuHY5rR8AeFvF2oxhrXVnsbacbjJv8Amf6d66TRPDXgb4p+LtX8X+NtTTSdFtnb7LGJAMKzEqo+gNdLAPhk9nZ2vw8uLue2iDL9puBjdj0B7UAWPCujW2iW62kd1LMT8zPM2ctxWuvBU5xn8j0qlbLFbuqiQn1z3FSzvF9oQI5GfegCysr+aIlwpI4Pr0qv9uT+8P8Avqpo/LLJ5jEHaeaX7In/AD8J+QoA4r9ne1Nv8C/CNgW2lfDNm5XHQmFWP6mvZf2e/grqfx98Yav8NdIu1t573w/dGGeTIVSMEZ9iQB+NfN/ww+LWmaT4R0TRdQt5Lf7LpcEDOORhYlX+lfY//BJ/xj4f8RftK3GnWGoiZzoNwdg64JHNAHx7+0v8Jb/4MeLLbwZfyNuS3UyjPG8jkfUHI/CtL4QiS48LwmMZClwT+Nek/wDBVyxhsPjf5sfG5mHT3NeVfCPxBp2neGNt3fxRZlPyu+DzQB6HGjhlzGCMHGfxpWulDiUx5xnB/Mf0rEuviF4Y02BTd6vEFYHGGz61z2ofGfQYGEVgst0dxzgYHegDvPtwebZIBjGeam+2Qf3k/MVwGneL/G/iW6VNK0dbaJiP30vYV0/ka5/z9H8hQBR1z4E+H9YMFpbXIt3VAvmquMbQo5r6Q/4JHfs0eI/AP7SUvxLm8RQXdhHpU1mYo1IJZ9rKcn6GuB+D+jjxwNdtdRlCzadp3n2mXALsGAxz7V71/wAE5/ipommfFj/hW0cP+m3dwz+YXBGI1wQuODQB4T/wVJ8B6r4v+P2n+G9KIN3fXQihL8LuPrXz1qn7IvxZ0lURbqylYy7GEdzwMnANfXH/AAUQ8Q6P4J/ab0Lxdru4WtjqXmTEDkKK80i8S/8ACWfDPU/it4PJvLO01FrXbISpL7dwPrjpQB5Npf7JWsNMh17xfaQIVXzFjy7A45Ax711dl8Ffh54SnLrqHmgAENOo3EnHb8ao2/jPxXqemK+oTpbO+S6wDAHtmqou32bGl3Mw5LHk+9AG3qDaXb3Ik0eM+SoUAHr0GTUfnj1T/vmstJI0hEbS849ah+1xf7VAGzY6tdaeJLi0vpYnIKs8UhUlfQ47V63/AME97wR/tZeEdzZM0lypcHr+7Yj+VeJxz2ju6CUZ7816L+x34t07wl+0x4Q1m6lCRJqQRmLYA3grj9aAOj/4LNf6L4/hYFvmumUn8TXy98HfiXqel6Lc+AbbVJI7S/lMksIb5XYDHT17V9a/8FbtPstf+KOnaffSbYp7oOzZ52ckn9a+TtJ8C6PZ6kLhX2xwS/umB5bHQmgDqYGRdkYckEcqRTZpIgFkAxx1pkU8KjiUfj2qC5WWWELC64QnpQBKLzzSFDgDyyad5o9D/wB9Vzg1ueDU0tGjILHGfatzz39DQB4/H421gOT/AGpKCfRqnsfH/iHT7iHULHWJo54JRLC4blXU5B/PFcwqKZTkdjQGI6GgD2X9o39rPxX+0Jd6Jf63vhu9NsFguZVb/WOBgt+ledJ4w1kJt/tSTj/arnsn16UBmLZLHvQBvL4p1dmP/E0kHrhqt2Xj7X7MFEv9wP8Ae5rlombjn+CgyOCQD2oA6yf4h6pI6NJFGWX+IcVd/wCFl6n/AM+6fnXKalBHBHZyRDBdMt71Bj/ab/vo0Af/2Q==\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.858068 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_-2_933_47_930_52_991_1_994jpg | \n",
"
\n",
"\n",
" label | \n",
" large_aircraft | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.859666 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_267_1221_253_1206_259_1201_273_1215jpg | \n",
"
\n",
"\n",
" label | \n",
" heavy_equipment | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.863308 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_0_0tiff_1059_237_1079_225_1084_232_1064_244jpg | \n",
"
\n",
"\n",
" label | \n",
" heavy_equipment | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.867095 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_601_1050_600_1015_642_1015_643_1049jpg | \n",
"
\n",
"\n",
" label | \n",
" small_aircraft | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fd.vis.outliers_gallery()"
]
},
{
"cell_type": "markdown",
"id": "b6a420e5",
"metadata": {},
"source": [
"Now we look at outliers at the crop level"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "925c986e-18d9-4a6f-adc5-2cd7949f8424",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 7/7 [00:00<00:00, 17445.11it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stored outliers visual view in output/galleries/outliers.html\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
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" \n",
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" Outliers Report\n",
" \n",
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"\n",
"\n",
"\n",
" \n",
" \n",
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"
Outliers Report
Showing image outliers, one per row
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\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.46795 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_333_977_331_879_448_877_449_975jpg | \n",
"
\n",
"\n",
" label | \n",
" large_aircraft | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYFBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCAAMACYDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD83XutMZdi6nGSRyTaYx/49k/pWXceKPDljM0AvomYH5mWzbBP/ff9TXyvp/xV+I2kECz8Y3xAGAs83mgfg+RXReFfjZ4uku0stStLC8U9Wnt2VvzjZaAPoQeM/D4G03kYz/07yf48fkaUeL9AdRtvYMepjlH+fyFbnw7+GHhLxZodpqmo2kiSTN8ywTEKOnQHNHjz4T+EdA0S8utOinDxWyuhabOCTz26UAU9NvrO/g+1Wl7abScZZ3Xp9VJorG0+xgsrYRW4Kr6ZooA//9k=\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.848818 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_0_2560tiff_1221_1277_1244_1273_1245_1280_1222_1283jpg | \n",
"
\n",
"\n",
" label | \n",
" bus | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.855832 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_0_0tiff_7_262_25_261_26_269_7_270jpg | \n",
"
\n",
"\n",
" label | \n",
" large_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.858068 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_-2_933_47_930_52_991_1_994jpg | \n",
"
\n",
"\n",
" label | \n",
" large_aircraft | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.859666 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_267_1221_253_1206_259_1201_273_1215jpg | \n",
"
\n",
"\n",
" label | \n",
" heavy_equipment | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.863308 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_0_0tiff_1059_237_1079_225_1084_232_1064_244jpg | \n",
"
\n",
"\n",
" label | \n",
" heavy_equipment | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" Distance | \n",
" 0.867095 | \n",
"
\n",
"\n",
" Path | \n",
" /crops/images126_1280_5120tiff_601_1050_600_1015_642_1015_643_1049jpg | \n",
"
\n",
"\n",
" label | \n",
" small_aircraft | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fd.vis.outliers_gallery(load_crops=True)"
]
},
{
"cell_type": "markdown",
"id": "ad571f11",
"metadata": {},
"source": [
"## Brightest Image\n",
"\n",
"We look for the brightest satellite images"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "4a861aab-50a2-4f39-944e-f139fe60327a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 6562.32it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stored mean visual view in output/galleries/mean.html\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/html": [
" \n",
" \n",
" \n",
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" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" Bright Image Report\n",
" \n",
" \n",
"\n",
"\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"
\n",
"
\n",
"
Bright Image Report
Showing example images, sort by descending order
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
"
\n",
"
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"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 115.5904 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_949_234_950_219_956_220_955_234.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 92.5701 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1030_250_1036_246_1041_256_1034_259.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 91.7934 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_601_1050_600_1015_642_1015_643_1049.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 90.4244 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_794_1192_794_1157_833_1156_834_1192.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 90.1924 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1059_237_1079_225_1084_232_1064_244.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 89.8846 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1221_423_1229_404_1236_407_1229_426.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 88.5196 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_1012_148_1030_161_1024_170_1006_156.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 88.3636 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_996_134_1012_134_1012_141_996_141.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 86.5223 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_592_900_592_889_611_888_611_900.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 85.2022 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_5120.tiff_20_1049_28_1057_24_1060_16_1052.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 84.5831 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_889_1005_888_982_917_981_917_1005.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 82.7721 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1028_192_1033_185_1039_190_1033_197.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 82.3681 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_1280.tiff_330_829_348_832_347_841_329_838.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 79.9242 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_909_1133_909_1107_939_1107_939_1132.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 78.291 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_907_1078_906_1055_924_1054_925_1078.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 78.1487 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_906_1106_906_1080_935_1080_936_1106.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 77.239 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_5120.tiff_1059_1066_1059_1079_1055_1079_1055_1066.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 77.0893 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_1280_5120.tiff_1062_124_1080_125_1079_133_1061_132.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 76.4959 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_595_253_615_258_613_266_594_261.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" mean | \n",
" 76.3903 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_1280.tiff_150_799_170_798_171_806_150_807.jpg | \n",
"
\n",
"\n",
" label | \n",
" N/A | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fd.vis.stats_gallery(metric='mean')"
]
},
{
"cell_type": "markdown",
"id": "00277963",
"metadata": {},
"source": [
"## Blurry Images \n",
"Now we look for the most blurry images"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "c0a2d9d9-5180-4ebe-b073-f7feef1e4c6d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 6341.55it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stored blur visual view in output/galleries/blur.html\n"
]
},
{
"data": {
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" Blurry Image Report\n",
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"
Blurry Image Report
Showing example images, sort by ascending order
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![](\"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYFBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCAAXACQDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD8mI4JJn8uNSeefat/RNJisU3XEeXPrUulaAbNFmcASA8g+ldhr1x4b0bw5aXnhlLS5v2jYXsE0gBHHHBoA50zqF3B8Z4AJrLnOyR2uGDEngCmJdXN/b+bJKmWY/IowVpUadVMdyiEn7rZ5oAjWGZxuSHiitO1Zo4QvkZ9xRQBfaXTtQtfNiV/OGBu6VXm8HRXLf2hclmOMkb6KKAI4/D2lwyMgZ1JHAB4pi6RYLIQFZgehJoooAtJHaou3BooooA//9k=\")
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" \n",
" Info | \n",
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"\n",
" blur | \n",
" 5.0175 | \n",
"
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" filename | \n",
" output/crops/images126_1280_5120.tiff_267_1221_253_1206_259_1201_273_1215.jpg | \n",
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" label | \n",
" heavy_equipment | \n",
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![](\"data:image/jpeg;base64,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\")
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" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 5.6971 | \n",
"
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" filename | \n",
" output/crops/images126_0_3840.tiff_631_554_638_551_647_568_641_572.jpg | \n",
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" label | \n",
" heavy_equipment | \n",
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![](\"data:image/jpeg;base64,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\")
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"
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 5.7064 | \n",
"
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"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_964_831_981_832_981_839_964_838.jpg | \n",
"
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"\n",
" label | \n",
" medium_vehicle | \n",
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![](\"data:image/jpeg;base64,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\")
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"
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 7.9295 | \n",
"
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"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1121_877_1137_879_1137_885_1120_884.jpg | \n",
"
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"\n",
" label | \n",
" medium_vehicle | \n",
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![](\"data:image/jpeg;base64,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\")
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"
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"
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" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 8.1925 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_482_267_493_277_488_282_477_271.jpg | \n",
"
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"\n",
" label | \n",
" medium_vehicle | \n",
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" \n",
"
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![](\"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYFBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCAAUABoDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD4C0Pwhe6Yo866/eSx5IIGAKvw6VOrLuuLQYYfKzDk54HtU1lcyTyfPKwZfQ43Dj+tZPiHTdQtdPbT9It4pZWujPucYZSSCR9McdqAOqsIftFm/lQ24cbgXRhyex9Kh/4RDVDzgf8AfmuV+G2kar4XkutRvbn5JwoAYHgjrkdutd4vifT8D/iYdvU/4UAcdZEsglP3twXPtxUxvp5SCQoOeoXmiigBj3ty6Orylhn7p6VMt1Lgfd6elFFAH//Z\")
\n",
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"
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"
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 8.464 | \n",
"
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"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_621_487_624_477_629_478_626_489.jpg | \n",
"
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"\n",
" label | \n",
" heavy_equipment | \n",
"
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" \n",
"
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"
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"
![](\"data:image/jpeg;base64,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\")
\n",
"
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"
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"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 9.0193 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_3840.tiff_864_534_871_538_863_554_856_551.jpg | \n",
"
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"\n",
" label | \n",
" heavy_equipment | \n",
"
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" \n",
"
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"
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"
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"
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"
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"
![](\"data:image/jpeg;base64,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\")
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"
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"
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"
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"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 10.5485 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_556_455_570_454_570_462_557_463.jpg | \n",
"
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"\n",
" label | \n",
" heavy_equipment | \n",
"
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" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
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"
![](\"data:image/jpeg;base64,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\")
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\n",
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\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 11.0871 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_965_859_985_859_985_866_965_865.jpg | \n",
"
\n",
"\n",
" label | \n",
" large_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
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\n",
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\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 11.5538 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_985_867_1001_868_1000_875_984_873.jpg | \n",
"
\n",
"\n",
" label | \n",
" medium_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
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"
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\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 11.8231 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_1280.tiff_527_824_557_825_557_836_526_835.jpg | \n",
"
\n",
"\n",
" label | \n",
" heavy_equipment | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 12.157 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_5120.tiff_704_1078_710_1079_709_1091_703_1091.jpg | \n",
"
\n",
"\n",
" label | \n",
" medium_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
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"
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"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 12.5293 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_5120.tiff_688_1078_694_1078_694_1092_688_1092.jpg | \n",
"
\n",
"\n",
" label | \n",
" medium_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
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"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 12.76 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1012_839_1031_841_1030_848_1011_846.jpg | \n",
"
\n",
"\n",
" label | \n",
" large_vehicle | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
![](\"data:image/jpeg;base64,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\")
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"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" Info | \n",
"
\n",
"\n",
" blur | \n",
" 13.6241 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_307_267_315_267_314_283_306_282.jpg | \n",
"
\n",
"\n",
" label | \n",
" heavy_equipment | \n",
"
\n",
" \n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
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"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_1280.tiff_584_919_592_918_593_935_584_935.jpg | \n",
"
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"\n",
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" large_vehicle | \n",
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 14.3275 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_3840.tiff_226_1209_245_1205_247_1213_228_1217.jpg | \n",
"
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"\n",
" label | \n",
" large_vehicle | \n",
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" \n",
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![](\"data:image/jpeg;base64,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\")
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 14.3412 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_0.tiff_1044_803_1057_803_1056_810_1044_809.jpg | \n",
"
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"\n",
" label | \n",
" medium_vehicle | \n",
"
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" \n",
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"
![](\"data:image/jpeg;base64,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\")
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"
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"
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 14.3537 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_574_412_576_394_582_395_580_413.jpg | \n",
"
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"\n",
" label | \n",
" large_vehicle | \n",
"
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" \n",
"
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"
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"
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"
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"
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"
\n",
"
![](\"data:image/jpeg;base64,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\")
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"
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"
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"
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" \n",
" \n",
" Info | \n",
"
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"\n",
" blur | \n",
" 14.4656 | \n",
"
\n",
"\n",
" filename | \n",
" output/crops/images126_0_2560.tiff_528_419_546_427_540_439_523_431.jpg | \n",
"
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"\n",
" label | \n",
" heavy_equipment | \n",
"
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" \n",
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"
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" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fd.vis.stats_gallery(metric='blur',load_crops=True)"
]
},
{
"cell_type": "markdown",
"id": "a8fe9bbf-6be1-4907-b555-53605befbf6d",
"metadata": {},
"source": [
"## Wrap Up\n",
"\n",
"Next, feel free to check out other tutorials -\n",
"\n",
"+ ⚡ [**Quickstart**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/quick-dataset-analysis.ipynb): Learn how to install fastdup, load a dataset and analyze it for potential issues such as duplicates/near-duplicates, broken images, outliers, dark/bright/blurry images, and view visually similar image clusters. If you're new, start here!\n",
"+ 🧹 [**Clean Image Folder**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/cleaning-image-dataset.ipynb): Learn how to analyze and clean a folder of images from potential issues and export a list of problematic files for further action. If you have an unorganized folder of images, this is a good place to start.\n",
"+ 🖼 [**Analyze Image Classification Dataset**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/analyzing-image-classification-dataset.ipynb): Learn how to load a labeled image classification dataset and analyze for potential issues. If you have labeled ImageNet-style folder structure, have a go!\n",
"+ 🎁 [**Analyze Object Detection Dataset**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/analyzing-object-detection-dataset.ipynb): Learn how to load bounding box annotations for object detection and analyze for potential issues. If you have a COCO-style labeled object detection dataset, give this example a try."
]
},
{
"cell_type": "markdown",
"id": "12d9492f",
"metadata": {},
"source": [
"\n",
"## VL Profiler\n",
"If you prefer a no-code platform to inspect and visualize your dataset, [**try our free cloud product VL Profiler**](https://app.visual-layer.com) - VL Profiler is our first no-code commercial product that lets you visualize and inspect your dataset in your browser. \n",
"\n",
"[Sign up](https://app.visual-layer.com) now, it's free.\n",
"\n",
"[![image](https://raw.githubusercontent.com/visual-layer/fastdup/main/gallery/vl_profiler_promo.svg)](https://app.visual-layer.com)\n",
"\n",
"As usual, feedback is welcome! \n",
"\n",
"Questions? Drop by our [Slack channel](https://visualdatabase.slack.com/join/shared_invite/zt-19jaydbjn-lNDEDkgvSI1QwbTXSY6dlA#/shared-invite/email) or open an issue on [GitHub](https://github.com/visual-layer/fastdup/issues)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.11"
}
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"nbformat": 4,
"nbformat_minor": 5
}