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--- /dev/null
+++ b/OID/csv_folder/class-descriptions-boxable.csv
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+/m/09ddx,Duck
+/m/09dzg,Turtle
+/m/09f20,Hippopotamus
+/m/09f_2,Crocodile
+/m/09g1w,Toilet
+/m/09gtd,Toilet paper
+/m/09gys,Squid
+/m/09j2d,Clothing
+/m/09j5n,Footwear
+/m/09k_b,Lemon
+/m/09kmb,Spider
+/m/09kx5,Deer
+/m/09ld4,Frog
+/m/09qck,Banana
+/m/09rvcxw,Rocket
+/m/09tvcd,Wine glass
+/m/0b3fp9,Countertop
+/m/0bh9flk,Tablet computer
+/m/0bjyj5,Waste container
+/m/0b_rs,Swimming pool
+/m/0bt9lr,Dog
+/m/0bt_c3,Book
+/m/0bwd_0j,Elephant
+/m/0by6g,Shark
+/m/0c06p,Candle
+/m/0c29q,Leopard
+/m/0c2jj,Axe
+/m/0c3m8g,Hand dryer
+/m/0c3mkw,Soap dispenser
+/m/0c568,Porcupine
+/m/0c9ph5,Flower
+/m/0ccs93,Canary
+/m/0cd4d,Cheetah
+/m/0cdl1,Palm tree
+/m/0cdn1,Hamburger
+/m/0cffdh,Maple
+/m/0cgh4,Building
+/m/0ch_cf,Fish
+/m/0cjq5,Lobster
+/m/0cjs7,Asparagus
+/m/0c_jw,Furniture
+/m/0cl4p,Hedgehog
+/m/0cmf2,Airplane
+/m/0cmx8,Spoon
+/m/0cn6p,Otter
+/m/0cnyhnx,Bull
+/m/0_cp5,Oyster
+/m/0cqn2,Horizontal bar
+/m/0crjs,Convenience store
+/m/0ct4f,Bomb
+/m/0cvnqh,Bench
+/m/0cxn2,Ice cream
+/m/0cydv,Caterpillar
+/m/0cyf8,Butterfly
+/m/0cyfs,Parachute
+/m/0cyhj_,Orange
+/m/0czz2,Antelope
+/m/0d20w4,Beaker
+/m/0d_2m,Moths and butterflies
+/m/0d4v4,Window
+/m/0d4w1,Closet
+/m/0d5gx,Castle
+/m/0d8zb,Jellyfish
+/m/0dbvp,Goose
+/m/0dbzx,Mule
+/m/0dftk,Swan
+/m/0dj6p,Peach
+/m/0djtd,Coconut
+/m/0dkzw,Seat belt
+/m/0dq75,Raccoon
+/m/0_dqb,Chisel
+/m/0dt3t,Fork
+/m/0dtln,Lamp
+/m/0dv5r,Camera
+/m/0dv77,Squash
+/m/0dv9c,Racket
+/m/0dzct,Human face
+/m/0dzf4,Human arm
+/m/0f4s2w,Vegetable
+/m/0f571,Diaper
+/m/0f6nr,Unicycle
+/m/0f6wt,Falcon
+/m/0f8s22,Chime
+/m/0f9_l,Snail
+/m/0fbdv,Shellfish
+/m/0fbw6,Cabbage
+/m/0fj52s,Carrot
+/m/0fldg,Mango
+/m/0fly7,Jeans
+/m/0fm3zh,Flowerpot
+/m/0fp6w,Pineapple
+/m/0fqfqc,Drawer
+/m/0fqt361,Stool
+/m/0frqm,Envelope
+/m/0fszt,Cake
+/m/0ft9s,Dragonfly
+/m/0ftb8,Sunflower
+/m/0fx9l,Microwave oven
+/m/0fz0h,Honeycomb
+/m/0gd2v,Marine mammal
+/m/0gd36,Sea lion
+/m/0gj37,Ladybug
+/m/0gjbg72,Shelf
+/m/0gjkl,Watch
+/m/0gm28,Candy
+/m/0grw1,Salad
+/m/0gv1x,Parrot
+/m/0gxl3,Handgun
+/m/0h23m,Sparrow
+/m/0h2r6,Van
+/m/0h8jyh6,Grinder
+/m/0h8kx63,Spice rack
+/m/0h8l4fh,Light bulb
+/m/0h8lkj8,Corded phone
+/m/0h8mhzd,Sports uniform
+/m/0h8my_4,Tennis racket
+/m/0h8mzrc,Wall clock
+/m/0h8n27j,Serving tray
+/m/0h8n5zk,Kitchen & dining room table
+/m/0h8n6f9,Dog bed
+/m/0h8n6ft,Cake stand
+/m/0h8nm9j,Cat furniture
+/m/0h8nr_l,Bathroom accessory
+/m/0h8nsvg,Facial tissue holder
+/m/0h8ntjv,Pressure cooker
+/m/0h99cwc,Kitchen appliance
+/m/0h9mv,Tire
+/m/0hdln,Ruler
+/m/0hf58v5,Luggage and bags
+/m/0hg7b,Microphone
+/m/0hkxq,Broccoli
+/m/0hnnb,Umbrella
+/m/0hnyx,Pastry
+/m/0hqkz,Grapefruit
+/m/0j496,Band-aid
+/m/0jbk,Animal
+/m/0jg57,Bell pepper
+/m/0jly1,Turkey
+/m/0jqgx,Lily
+/m/0jwn_,Pomegranate
+/m/0jy4k,Doughnut
+/m/0jyfg,Glasses
+/m/0k0pj,Human nose
+/m/0k1tl,Pen
+/m/0_k2,Ant
+/m/0k4j,Car
+/m/0k5j,Aircraft
+/m/0k65p,Human hand
+/m/0km7z,Skunk
+/m/0kmg4,Teddy bear
+/m/0kpqd,Watermelon
+/m/0kpt_,Cantaloupe
+/m/0ky7b,Dishwasher
+/m/0l14j_,Flute
+/m/0l3ms,Balance beam
+/m/0l515,Sandwich
+/m/0ll1f78,Shrimp
+/m/0llzx,Sewing machine
+/m/0lt4_,Binoculars
+/m/0m53l,Rays and skates
+/m/0mcx2,Ipod
+/m/0mkg,Accordion
+/m/0mw_6,Willow
+/m/0n28_,Crab
+/m/0nl46,Crown
+/m/0nybt,Seahorse
+/m/0p833,Perfume
+/m/0pcr,Alpaca
+/m/0pg52,Taxi
+/m/0ph39,Canoe
+/m/0qjjc,Remote control
+/m/0qmmr,Wheelchair
+/m/0wdt60w,Rugby ball
+/m/0xfy,Armadillo
+/m/0xzly,Maracas
+/m/0zvk5,Helmet
diff --git a/OID/csv_folder/validation-annotations-bbox.csv b/OID/csv_folder/validation-annotations-bbox.csv
new file mode 100644
index 0000000..a55c51e
--- /dev/null
+++ b/OID/csv_folder/validation-annotations-bbox.csv
@@ -0,0 +1,204622 @@
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diff --git a/README.md b/README.md
index 2353f24..211a230 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,167 @@
-# OIDv4_ToolKit
-Download and visualize single or multiple classes from the huge Open Images v4 dataset
+# OIDv4 ToolKit for Object Detection
+
+Do you want to build your personal object detector but you don't have enough images to train your model? Have you already discovered [Open Images Dataset v4](https://storage.googleapis.com/openimages/web/index.html) that has [600](https://storage.googleapis.com/openimages/2018_04/bbox_labels_600_hierarchy_visualizer/circle.html) classes and more than 1,700,000 images ready to use? Do you want to exploit it for your projects but you don't want to download 18 TB of data?
+
+With this repository we can help you to get the best of this dataset with less effort as possible.
+In particular, with this practical toolkit written in Python3 we give you the following options:
+
+* download any class of the dataset individually, taking care of creating the related bounding boxes for each downloaded image
+* download multiple classes at the same time creating separated folder and bounding boxes for each of them
+* download multiple classes and creating a common folder for all of them with a unique annotation file of each image
+* download a single class or multiple classes with the desired [attributes](https://storage.googleapis.com/openimages/web/download.html)
+* use the practical visualizer to inspect the donwloaded classes
+
+The code is quite documented and designed to be easy to extend and improve. 
+We are pleased if our little bit of code can help you with your project and research. Enjoy ;)+
+
+![Snippet of the OIDv4 available classes](images/classes.png)
+
+# Open Image Dataset v4
+All the information related to this huge dataset can be found [here](https://storage.googleapis.com/openimages/web/index.html)
+In these few lines are simply summarized some statistics and important tips.
+
+<table>
+    <tr><td></td><td><b>Train<b></td><td><b>Validation<b></td><td><b>Test<b></td><td><b>#Classes<b></td></tr>
+    <tr><td>Images</td><td>1,743,042</td><td>41,620	</td><td>125,436</td><td>-</td></tr>
+    <tr><td>Boxes</td><td>14,610,229</td><td>204,621</td><td>625,282</td><td>600</td></tr>
+</table>
+
+As it's possible to observe from the previous table we can have access to images from free different groups: train, validation and test.
+The toolkit provides a way to select only a specific group where to search.
+It's important to underline that some annotations has been done as a group. It means that a single bounding box groups more than one istance. As mentioned by the creator of the dataset:
+- **IsGroupOf**: Indicates that the box spans a group of objects (e.g., a bed of flowers or a crowd of people). We asked annotators to use this tag for cases with more than 5 instances which are heavily occluding each other and are physically touching.
+That's again an option of the toolkit that can be used to only grasp the desired images. 
+
+Finally, it's interesting to notice that not all annotations has been produced by humans, but the creator also exploited an enhanced version of the method shown here reported [1](#reference)
+# Getting Started
+
+## Installation
+1. Clone this repository
+   ```bash
+   git clone https://github.com/EscVM/OIDv4_ToolKit.git
+   ```
+2. Install the required packages
+   ```bash
+   pep3 install -r requirements.txt
+   ```
+Peek inside the requirements file if you have everything already installed. Most of the dependencies are common libraries.
+
+## Launch the toolkit to check the available options
+First of all, if you simply want a quick reminder of al the possible options given by the script, you can simply launch, from your console of choice, the [main.py](main.py). Remember to point always at the main directory of the project
+   ```bash
+   python3 main.py
+   ```
+or in the following way to get more information
+   ```bash
+   python3 main.py -h
+   ```
+   
+# Use the Toolkit to download
+As previously mentioned, there are different available options that can be exploted. Let's see some of them.
+
+## Download different classes in separated folders
+Firstly, the toolkit can be used to download classes in separated folders. The argument `--classes` accepts a list of classes.
+
+Let's for example download Apples and Oranges from the validation set. In this case we have to use the following command.
+  ```bash
+   python3 main.py download --classes Apple Orange --type_csv validation 
+   ```
+The algorith will take care to download all the necessary files and build the directory structure like this:
+
+```
+main_folder 
+│   main.py   
+│
+└───OID
+    │   file011.txt
+    │   file012.txt
+    │
+    └───csv_folder
+    |    │   class-descriptions-boxable.csv
+    |    │   validation-annotations-bbox.csv
+    | 
+    └───Dataset
+        |   
+        └─── test
+        | 
+        └─── train
+        | 
+        └─── validation
+             | 
+             └───Apple
+             |     |
+             |     |0fdea8a716155a8e.jpg
+             |     |2fe4f21e409f0a56.jpg
+             |     |...
+             |     └───Labels
+             |            |
+             |            |0fdea8a716155a8e.txt
+             |            |2fe4f21e409f0a56.txt
+             |            |...
+             | 
+             └───Orange
+                   |
+                   |0b6f22bf3b586889.jpg
+                   |0baea327f06f8afb.jpg
+                   |...
+                   └───Labels
+                          |
+                          |0b6f22bf3b586889.txt
+                          |0baea327f06f8afb.txt
+                          |...
+```
+If you have already downloaded the different csv files you can simply put them in the `csv_folder`. The script takes automatically care of the download of these files, but if you want to manually download them for whatever reason [here](https://storage.googleapis.com/openimages/web/download.html) you can find them.
+
+If you interupt the downloading script `ctrl+d` you can always restart it from the last image downloaded.
+
+### Annotations
+In the original dataset the coordinates of the bounding boxes are made in the following way:
+
+**XMin**, **XMax**, **YMin**, **YMax**: coordinates of the box, in normalized image coordinates. XMin is in [0,1], where 0 is the leftmost pixel, and 1 is the rightmost pixel in the image. Y coordinates go from the top pixel (0) to the bottom pixel (1).
+
+However, in order to accomodate a more intuitive representation and give the maximum flexibility, every `.txt` annotation is made like:
+
+`name_of_the_class    name_of_the_class    left    top     right     bottom`
+
+### Optional Arguments
+The annotations of the dataset has been marked with a bunch of boolean values. This attributes are reported below:
+- **IsOccluded**: Indicates that the object is occluded by another object in the image.
+- **IsTruncated**: Indicates that the object extends beyond the boundary of the image.
+- **IsGroupOf**: Indicates that the box spans a group of objects (e.g., a bed of flowers or a crowd of people). We asked annotators to use this tag for cases with more than 5 instances which are heavily occluding each other and are physically touching.
+- **IsDepiction**: Indicates that the object is a depiction (e.g., a cartoon or drawing of the object, not a real physical instance).
+- **IsInside**: Indicates a picture taken from the inside of the object (e.g., a car interior or inside of a building).
+
+Naturally, the toolkit provides the same options as paramenters in order to filter the downloaded images.
+For example, with:
+  ```bash
+   python3 main.py download --classes Apple Orange --type_csv validation --image_IsGroupOf 0
+   ```
+only images without group annotations are downloaded.
+
+## Download multiple classes in a common folder
+This option allows to download more classes, but in a common folder. Also the related notations are mixed together with the already explained format (the first element is always the name of the class). In this way, with a simple dictionary it's easy to parse the generated label to get the desired format.
+
+Again if we want to download Apple and Oranges, but in a common folder
+  ```bash
+   python3 main.py download --classes Apple Orange --type_csv validation --multiclasses 1
+   ```
+## Citation
+Use this bibtex if you want to cite this repository:
+```
+@misc{OIDv4_ToolKit,
+  title={Toolkit to download and visualize single or multiple classes from the huge Open Images v4 dataset},
+  author={Vittorio, Angelo},
+  year={2018},
+  publisher={Github},
+  journal={GitHub repository},
+  howpublished={\url{https://github.com/EscVM/OIDv4_ToolKit}},
+}
+```
+
+# Reference
+"[We don't need no bounding-boxes: Training object class detectors using only human verification](https://arxiv.org/abs/1602.08405)"Papadopolous et al., CVPR 2016.
+
+
+
+
+
diff --git a/images/classes.png b/images/classes.png
new file mode 100644
index 0000000..b544b17
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diff --git a/main.py b/main.py
new file mode 100644
index 0000000..bf8b195
--- /dev/null
+++ b/main.py
@@ -0,0 +1,185 @@
+# ---------------
+# Date: 7/19/2018
+# Place: Biella/Torino
+# Author: EscVM & TArt
+# Project: OID v4
+# ---------------
+
+"""
+OID v4 Downloader
+Download specific classes from the huge online dataset Open Image Dataset.
+
+Licensed under the GNU General Public License v3.0 (see LICENSE for details)
+------------------------------------------------------------
+"""
+
+
+from sys import exit
+from textwrap import dedent
+from modules.parser import *
+from modules.utils import *
+from modules.downloader import *
+from modules.show import *
+from modules.csv_downloader import *
+
+ROOT_DIR = ''
+DEFAULT_OID_DIR = os.path.join(ROOT_DIR, 'OID')
+
+if __name__ == '__main__':
+
+    args = parser_arguments()
+
+    if not args.Dataset:
+        dataset_dir = os.path.join(DEFAULT_OID_DIR, 'Dataset')
+        csv_dir = os.path.join(DEFAULT_OID_DIR, 'csv_folder')
+    else:
+        dataset_dir = os.path.join(DEFAULT_OID_DIR, args.Dataset)
+        csv_dir = os.path.join(DEFAULT_OID_DIR, 'csv_folder')
+
+    name_file_class = 'class-descriptions-boxable.csv'
+    CLASSES_CSV = os.path.join(csv_dir, name_file_class)
+
+    if args.command == 'download':
+
+        if args.type_csv is None:
+            print('Missing type_csv argument.')
+            exit(1)
+        if args.classes is None:
+            print('Missing classes argument.')
+            exit(1)
+        if args.multiclasses is None:
+            args.multiclasses = 0
+
+        folder = ['train', 'validation', 'test']
+        file_list = ['train-annotations-bbox.csv', 'validation-annotations-bbox.csv', 'test-annotations-bbox.csv']
+
+        if args.multiclasses == '0':
+
+            mkdirs(dataset_dir, csv_dir, args.classes)
+
+            for classes in args.classes:
+
+                print("[INFO] Downloading {}.".format(classes))
+                class_name = classes
+
+                error_csv(name_file_class, csv_dir)
+                df_classes = pd.read_csv(CLASSES_CSV, header=None)
+
+                class_code = df_classes.loc[df_classes[1] == class_name].values[0][0]
+
+                if args.type_csv == 'train':
+                    name_file = file_list[0]
+                    df_val = TTV(csv_dir, name_file)
+                    download(args, df_val, folder[0], dataset_dir, class_name, class_code)
+
+                elif args.type_csv == 'validation':
+                    name_file = file_list[1]
+                    df_val = TTV(csv_dir, name_file)
+                    download(args, df_val, folder[1], dataset_dir, class_name, class_code)
+
+                elif args.type_csv == 'test':
+                    name_file = file_list[2]
+                    df_val = TTV(csv_dir, name_file)
+                    download(args, df_val, folder[2], dataset_dir, class_name, class_code)
+
+                elif args.type_csv == 'all':
+                    for i in range(3):
+                        name_file = file_list[i]
+                        df_val = TTV(csv_dir, name_file)
+                        download(args, df_val, folder[i], dataset_dir, class_name, class_code)
+
+                else:
+                    print('[ERROR] csv file not specified')
+                    exit(1)
+
+        elif args.multiclasses == '1':
+
+            class_list = args.classes
+            print("[INFO] Downloading {} together.".format(class_list))
+            multiclass_name = ['_'.join(class_list)]
+            mkdirs(dataset_dir, csv_dir, multiclass_name)
+
+            error_csv(name_file_class, csv_dir)
+            df_classes = pd.read_csv(CLASSES_CSV, header=None)
+
+            class_code_list = df_classes.loc[df_classes[1].isin(class_list)][0].values
+
+            class_dict = dict(zip(class_list, class_code_list))
+
+            for class_name in class_list:
+
+                if args.type_csv == 'train':
+                    name_file = file_list[0]
+                    df_val = TTV(csv_dir, name_file)
+                    download(args, df_val, folder[0], dataset_dir, class_name, class_dict[class_name], class_list)
+
+                elif args.type_csv == 'validation':
+                    name_file = file_list[1]
+                    df_val = TTV(csv_dir, name_file)
+                    download(args, df_val, folder[1], dataset_dir, class_name, class_dict[class_name], class_list)
+
+                elif args.type_csv == 'test':
+                    name_file = file_list[2]
+                    df_val = TTV(csv_dir, name_file)
+                    download(args, df_val, folder[2], dataset_dir, class_name, class_dict[class_name], class_list)
+
+                elif args.type_csv == 'all':
+                    for i in range(3):
+                        name_file = file_list[i]
+                        df_val = TTV(csv_dir, name_file)
+                        download(args, df_val, folder[i], dataset_dir, class_name, class_dict[class_name], class_list)
+
+    elif args.command == 'visualize':
+
+        while (True):
+
+            print("Which folder do you want to visualize (train, test, validation)? <exit>")
+            image_dir = input("> ")
+            if image_dir == 'exit':
+                exit(1)
+            print("Which class?")
+            class_name = input("> ")
+
+            download_dir = os.path.join(dataset_dir, image_dir, class_name)
+            label_dir = os.path.join(dataset_dir, image_dir, class_name, 'Label')
+
+            if not os.path.isdir(download_dir):
+                print("[ERROR] Images folder not found")
+                exit(1)
+            if not os.path.isdir(label_dir):
+                print("[ERROR] Labels folder not found")
+                exit(1)
+
+            index = 0
+
+            print(dedent("""
+                --------------------------------------------------------
+                INFO:
+                        - Press 'd' to select next image
+                        - Press 'a' to select previous image
+                        - Press 'w' to proceed at the previous menu
+                        - You can resize the window if it's not optimal
+                --------------------------------------------------------
+                """))
+
+            show(class_name, download_dir, label_dir, index)
+
+            while True:
+
+                progression_bar(len(os.listdir(download_dir))-1, index+1)
+
+                k = cv2.waitKey(0) & 0xFF
+
+                if k == ord('d'):
+                    cv2.destroyAllWindows()
+                    if index < len(os.listdir(download_dir)) - 2:
+                        index += 1
+                    show(class_name, download_dir, label_dir, index)
+                elif k == ord('a'):
+                    cv2.destroyAllWindows()
+                    if index > 0:
+                        index -= 1
+                    show(class_name, download_dir, label_dir, index)
+                elif k == ord('w'):
+                    cv2.destroyAllWindows()
+                    break
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diff --git a/modules/csv_downloader.py b/modules/csv_downloader.py
new file mode 100644
index 0000000..56dcbfe
--- /dev/null
+++ b/modules/csv_downloader.py
@@ -0,0 +1,77 @@
+import os
+import sys
+import time
+import urllib.request
+import pandas as pd
+
+OID_URL = 'https://storage.googleapis.com/openimages/2018_04/'
+
+def TTV(csv_dir, name_file):
+    '''
+    Manage error_csv and read the correct .csv file.
+
+    :param csv_dir: folder of the .csv files
+    :param name_file: name of the correct .csv file
+    :return: None
+    '''
+    CSV = os.path.join(csv_dir, name_file)
+    error_csv(name_file, csv_dir)
+    df_val = pd.read_csv(CSV)
+    return df_val
+
+def error_csv(file, csv_dir):
+    '''
+    Check the presence of the required .csv files.
+
+    :param file: .csv file missing
+    :param csv_dir: folder of the .csv files
+    :return: None
+    '''
+    if not os.path.isfile(os.path.join(csv_dir, file)):
+        print("[ERROR] Missing the {} file.".format(os.path.basename(file)))
+        ans = input("[DOWNLOAD] Do you want to download the missing file? [Y/n] ")
+
+        if ans.lower() == 'y':
+            folder = str(os.path.basename(file)).split('-')[0]
+            if folder != 'class':
+                FILE_URL = os.path.join(OID_URL, folder, file)
+            else:
+                FILE_URL = os.path.join(OID_URL, file)
+
+            FILE_PATH = os.path.join(csv_dir, file)
+            save(FILE_URL, FILE_PATH)
+            print("\n[DOWNLOAD] File {} downloaded into {}.".format(file, FILE_PATH))
+
+        else:
+            exit(1)
+
+def save(url, filename):
+    '''
+    Download the .csv file.
+
+    :param url: Google url for download .csv files
+    :param filename: .csv file name
+    :return: None
+    '''
+    urllib.request.urlretrieve(url, filename, reporthook)
+
+def reporthook(count, block_size, total_size):
+    '''
+    Print the progression bar for the .csv file download.
+
+    :param count:
+    :param block_size:
+    :param total_size:
+    :return:
+    '''
+    global start_time
+    if count == 0:
+        start_time = time.time()
+        return
+    duration = time.time() - start_time
+    progress_size = int(count * block_size)
+    speed = int(progress_size / ((1024 * duration) + 1e-5))
+    percent = int(count * block_size * 100 / (total_size + 1e-5))
+    sys.stdout.write("\r...%d%%, %d MB, %d KB/s, %d seconds passed" %
+                     (percent, progress_size / (1024 * 1024), speed, duration))
+    sys.stdout.flush()
\ No newline at end of file
diff --git a/modules/downloader.py b/modules/downloader.py
new file mode 100644
index 0000000..d0e4734
--- /dev/null
+++ b/modules/downloader.py
@@ -0,0 +1,112 @@
+import os
+import cv2
+from tqdm import tqdm
+from modules.utils import images_options
+
+def download(args, df_val, folder, dataset_dir, class_name, class_code, class_list=None):
+    '''
+    Manage the download of the images and the label maker.
+
+    :param args: argument parser.
+    :param df_val: DataFrame Values
+    :param folder: train, validation or test
+    :param dataset_dir: self explanatory
+    :param class_name: self explanatory
+    :param class_code: self explanatory
+    :param class_list: list of the class if multiclasses is activated
+    :return: None
+    '''
+    print('-' * 10 + class_name + '-' * 10)
+    print('[INFO] Downloading {} images.'.format(args.type_csv))
+    df_val_images = images_options(df_val, args)
+
+    images_list = df_val_images['ImageID'][df_val_images.LabelName == class_code].values
+    images_list = set(images_list)
+    if class_list is not None:
+        class_name_list = '_'.join(class_list)
+    else:
+        class_name_list = class_name
+    download_img(folder, dataset_dir, class_name_list, images_list)
+    get_label(folder, dataset_dir, class_name, class_code, df_val, class_name_list)
+
+
+def download_img(folder, dataset_dir, class_name, images_list):
+    '''
+    Download the images.
+
+    :param folder: train, validation or test
+    :param dataset_dir: self explanatory
+    :param class_name: self explanatory
+    :param images_list: list of the images to download
+    :return: None
+    '''
+    print("[INFO] Found {} online images for {}.".format(len(images_list), folder))
+
+    image_dir = folder
+    download_dir = os.path.join(dataset_dir, image_dir, class_name)
+    downloaded_images_list = [f.split('.')[0] for f in os.listdir(download_dir)]
+    images_list = list(set(images_list) - set(downloaded_images_list))
+
+    if len(images_list) > 0:
+        print("[INFO] Download of {} images in {}.".format(len(images_list), folder))
+        for image in tqdm(images_list):
+            path = image_dir + '/' + str(image) + '.jpg ' + download_dir
+            command = 'aws s3 --no-sign-request --only-show-errors cp s3://open-images-dataset/' + path
+            os.system(command)
+
+        print('[INFO] Done!')
+    else:
+        print('[INFO] All images already downloaded.')
+
+
+def get_label(folder, dataset_dir, class_name, class_code, df_val, class_list):
+    '''
+    Make the label.txt files
+
+    :param folder: trai, validation or test
+    :param dataset_dir: self explanatory
+    :param class_name: self explanatory
+    :param class_code: self explanatory
+    :param df_val: DataFrame values
+    :param class_list: list of the class if multiclasses is activated
+    :return: None
+    '''
+    print("[INFO] Creating labels for {} of {}.".format(class_name, folder))
+
+    image_dir = folder
+    if class_list is not None:
+        download_dir = os.path.join(dataset_dir, image_dir, class_list)
+        label_dir = os.path.join(dataset_dir, folder, class_list, 'Label')
+    else:
+        download_dir = os.path.join(dataset_dir, image_dir, class_name)
+        label_dir = os.path.join(dataset_dir, folder, class_name, 'Label')
+
+    downloaded_images_list = [f.split('.')[0] for f in os.listdir(download_dir) if f.endswith('.jpg')]
+    images_label_list = list(set(downloaded_images_list))
+
+    for image in images_label_list:
+        try:
+            current_image_path = os.path.join(download_dir, image + '.jpg')
+            dataset_image = cv2.imread(current_image_path)
+            boxes = df_val[['XMin', 'XMax', 'YMin', 'YMax']][
+                (df_val.ImageID == image.split('.')[0]) & (df_val.LabelName == class_code)].values.tolist()
+            file_name = str(image.split('.')[0]) + '.txt'
+            file_path = os.path.join(label_dir, file_name)
+            if os.path.isfile(file_path):
+                f = open(file_path, 'a')
+            else:
+                f = open(file_path, 'w')
+
+            for box in boxes:
+                box[0] *= int(dataset_image.shape[1])
+                box[1] *= int(dataset_image.shape[1])
+                box[2] *= int(dataset_image.shape[0])
+                box[3] *= int(dataset_image.shape[0])
+
+                # each row in a file is XMax, YMax, XMini, YMin
+                print(class_name, box[1], box[3], box[0], box[2], file=f)
+
+        except Exception as e:
+            print(str(e))
+
+    print('[INFO] Labels creation completed.')
\ No newline at end of file
diff --git a/modules/parser.py b/modules/parser.py
new file mode 100644
index 0000000..1b9f429
--- /dev/null
+++ b/modules/parser.py
@@ -0,0 +1,44 @@
+import argparse
+
+def parser_arguments():
+    '''
+    Manage the input from the terminal.
+
+    :return: parser
+    '''
+    parser = argparse.ArgumentParser(description='Open Image Dataset Downloader')
+
+    parser.add_argument("command",
+                        metavar="<command> 'download' or 'visualize'",
+                        help="'download' or 'visualize'")
+    parser.add_argument('--Dataset', required=False,
+                        metavar="/path/to/OID/csv/",
+                        help='Directory of the OID dataset folder')
+    parser.add_argument('--classes', required=False, nargs='+',
+                        metavar="list of classes",
+                        help="Sequence of 'strings' of the wanted classes")
+    parser.add_argument('--type_csv', required=False, choices=['train', 'test', 'validation', 'all'],
+                        metavar="'train' or 'validation' or 'test' or 'all'",
+                        help='From what csv search the images')
+
+    parser.add_argument('--image_IsOccluded', required=False, choices=['0', '1'],
+                        metavar="1 or 0",
+                        help='Optional characteristic of the images. Indicates that the object is occluded by another object in the image.')
+    parser.add_argument('--image_IsTruncated', required=False, choices=['0', '1'],
+                        metavar="1 or 0",
+                        help='Optional characteristic of the images. Indicates that the object extends beyond the boundary of the image.')
+    parser.add_argument('--image_IsGroupOf', required=False, choices=['0', '1'],
+                        metavar="1 or 0",
+                        help='Optional characteristic of the images. Indicates that the box spans a group of objects (min 5).')
+    parser.add_argument('--image_IsDepiction', required=False, choices=['0', '1'],
+                        metavar="1 or 0",
+                        help='Optional characteristic of the images. Indicates that the object is a depiction.')
+    parser.add_argument('--image_IsInside', required=False, choices=['0', '1'],
+                        metavar="1 or 0",
+                        help='Optional characteristic of the images.  Indicates a picture taken from the inside of the object.')
+
+    parser.add_argument('--multiclasses', required=False, default='0', choices=['0', '1'],
+                       metavar="0 (default) or 1",
+                       help='Download different classes separately (0) or together (1)')
+
+    return parser.parse_args()
diff --git a/modules/show.py b/modules/show.py
new file mode 100644
index 0000000..a4e091f
--- /dev/null
+++ b/modules/show.py
@@ -0,0 +1,30 @@
+import cv2
+import os
+
+def show(class_name, download_dir, label_dir, index):
+    '''
+    Show the images with the labeled boxes.
+
+    :param class_name: self explanatory
+    :param download_dir: folder that contains the images
+    :param label_dir: folder that contains the labels
+    :param index: self explanatory
+    :return: None
+    '''
+    cv2.namedWindow(class_name, cv2.WINDOW_NORMAL)
+    if not os.listdir(download_dir)[index].endswith('.jpg'):
+        index += 2
+    img_file = os.listdir(download_dir)[index]
+    current_image_path = os.path.join(download_dir, img_file)
+    img = cv2.imread(current_image_path)
+    file_name = str(img_file.split('.')[0]) + '.txt'
+    file_path = os.path.join(label_dir, file_name)
+    f = open(file_path, 'r')
+
+    for line in f:
+        ax = line.split(' ')
+        cv2.rectangle(img, (int(float(ax[1])), int(float(ax[2]))),
+                      (int(float(ax[3])),
+                       int(float(ax[4]))), (0, 255, 0), 3)
+
+    cv2.imshow(class_name, img)
\ No newline at end of file
diff --git a/modules/utils.py b/modules/utils.py
new file mode 100644
index 0000000..69d6f1a
--- /dev/null
+++ b/modules/utils.py
@@ -0,0 +1,65 @@
+import os
+
+def images_options(df_val, args):
+    '''
+    Manage the options for the images downloader.
+
+    :param df_val: DataFrame Value.
+    :param args: argument parser.
+    :return: modified df_val
+    '''
+    if args.image_IsOccluded is not None:
+        rejectedID = df_val.ImageID[df_val.IsOccluded != int(args.image_IsOccluded)].values
+        df_val = df_val[~df_val.ImageID.isin(rejectedID)]
+
+    if args.image_IsTruncated is not None:
+        rejectedID = df_val.ImageID[df_val.IsTruncated != int(args.image_IsTruncated)].values
+        df_val = df_val[~df_val.ImageID.isin(rejectedID)]
+
+    if args.image_IsGroupOf is not None:
+        rejectedID = df_val.ImageID[df_val.IsGroupOf != int(args.image_IsGroupOf)].values
+        df_val = df_val[~df_val.ImageID.isin(rejectedID)]
+
+    if args.image_IsDepiction is not None:
+        rejectedID = df_val.ImageID[df_val.IsDepiction != int(args.image_IsDepiction)].values
+        df_val = df_val[~df_val.ImageID.isin(rejectedID)]
+
+    if args.image_IsInside is not None:
+        rejectedID = df_val.ImageID[df_val.IsInside != int(args.image_IsInside)].values
+        df_val = df_val[~df_val.ImageID.isin(rejectedID)]
+
+    return df_val
+
+def mkdirs(Dataset_folder, csv_folder, classes):
+    '''
+    Make the folder structure for the system.
+
+    :param Dataset_folder: Self explanatory
+    :return: None
+    '''
+
+    directory_list = ['train', 'validation', 'test']
+
+    for directory in directory_list:
+        for class_name in classes:
+            folder = os.path.join(Dataset_folder, directory, class_name, 'Label')
+            if not os.path.exists(folder):
+                os.makedirs(folder)
+            filelist = [f for f in os.listdir(folder) if f.endswith(".txt")]
+            for f in filelist:
+                os.remove(os.path.join(folder, f))
+    folder = os.path.join(csv_folder)
+    if not os.path.exists(folder):
+        os.makedirs(folder)
+
+
+def progression_bar(toolbar_width, index):
+    '''
+    Print the progression bar for the download of the images.
+
+    :param toolbar_width: self explanatory
+    :param index: self explanatory
+    :return: None
+    '''
+    print(' ' * (toolbar_width + 10), end='\r')
+    print("[{}{}] {}/{}".format('-' * index, ' ' * (toolbar_width - index), index, toolbar_width), end='\r')
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..c222e63
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,9 @@
+pandas
+numpy
+awscli
+
+urllib3
+
+tqdm
+
+opencv-python
\ No newline at end of file