Collecting Images from Bing and Google
Bing search Image Data Collection
query_string='person happy faces images'
from bing_image_downloader import downloader
downloader.download(query_string, limit=1000, output_dir='Happy_dataset_1000', adult_filter_off=True, force_replace=False, timeout=60, verbose=True)
Google Image Data Collection
import selenium
from selenium import webdriver
import time
import requests
import os
from PIL import Image
import io
import hashlib
# This is the path I use
#DRIVER_PATH = '/Users/anand/Desktop/chromedriver'
# Put the path for your ChromeDriver here
DRIVER_PATH = r'C:\Users\rkmishra\Desktop\chromedriver_win32\chromedriver'
def fetch_image_urls(query:str, max_links_to_fetch:int, wd:webdriver, sleep_between_interactions:int=1):
def scroll_to_end(wd):
wd.execute_script("window.scrollTo(0, document.body.scrollHeight);")
time.sleep(sleep_between_interactions)
# build the google query
search_url = "https://www.google.com/search?safe=off&site=&tbm=isch&source=hp&q={q}&oq={q}&gs_l=img"
# load the page
wd.get(search_url.format(q=query))
image_urls = set()
image_count = 0
results_start = 0
while image_count < max_links_to_fetch:
scroll_to_end(wd)
# get all image thumbnail results
thumbnail_results = wd.find_elements_by_css_selector("img.Q4LuWd")
number_results = len(thumbnail_results)
print(f"Found: {number_results} search results. Extracting links from {results_start}:{number_results}")
for img in thumbnail_results[results_start:number_results]:
# try to click every thumbnail such that we can get the real image behind it
try:
img.click()
time.sleep(sleep_between_interactions)
except Exception:
continue
# extract image urls
actual_images = wd.find_elements_by_css_selector('img.n3VNCb')
for actual_image in actual_images:
if actual_image.get_attribute('src') and 'http' in actual_image.get_attribute('src'):
image_urls.add(actual_image.get_attribute('src'))
image_count = len(image_urls)
if len(image_urls) >= max_links_to_fetch:
print(f"Found: {len(image_urls)} image links, done!")
break
else:
print("Found:", len(image_urls), "image links, looking for more ...")
time.sleep(30)
return
load_more_button = wd.find_element_by_css_selector(".mye4qd")
if load_more_button:
wd.execute_script("document.querySelector('.mye4qd').click();")
# move the result startpoint further down
results_start = len(thumbnail_results)
return image_urls
def persist_image(folder_path:str,file_name:str,url:str):
try:
image_content = requests.get(url).content
except Exception as e:
print(f"ERROR - Could not download {url} - {e}")
try:
image_file = io.BytesIO(image_content)
image = Image.open(image_file).convert('RGB')
folder_path = os.path.join(folder_path,file_name)
if os.path.exists(folder_path):
file_path = os.path.join(folder_path,hashlib.sha1(image_content).hexdigest()[:10] + '.jpg')
else:
os.mkdir(folder_path)
file_path = os.path.join(folder_path,hashlib.sha1(image_content).hexdigest()[:10] + '.jpg')
with open(file_path, 'wb') as f:
image.save(f, "JPEG", quality=85)
print(f"SUCCESS - saved {url} - as {file_path}")
except Exception as e:
print(f"ERROR - Could not save {url} - {e}")
if __name__ == '__main__':
wd = webdriver.Chrome(executable_path=DRIVER_PATH)
queries =["happy human face"] #change your set of querries here
for query in queries:
wd.get('https://google.com')
search_box = wd.find_element_by_css_selector('input.gLFyf')
search_box.send_keys(query)
links = fetch_image_urls(query,10,wd)
#images_path = '/Users/anand/Desktop/contri/images' #enter your desired image path
images_path = r'C:\Users\rkmishra\Desktop\happy'
for i in links:
persist_image(images_path,query,i)
wd.quit()