Building dataset and resizing images

imageClasification/imageResize.py

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+from PIL import Image
+import os
+import PIL
+import glob
+
+
+images = [file for file in os.listdir() if file.endswith(('jpeg', 'png', 'jpg'))]
+for image in images:
+    img = Image.open(image)
+    img.thumbnail((256,256))
+    img.save(image, optimize=True, quality=60)

imageClasification/imageScraper.py

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+import hashlib
+import io
+import os
+import time
+
+import requests
+from PIL import Image
+from selenium import webdriver
+# from selenium.webdriver.common.devtools.v100 import io
+
+DRIVER_PATH = './chromedriver.exe'
+
+
+
+
+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)
+            continue
+            # 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, 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')
+        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}")
+
+
+def search_and_download(search_term: str, driver_path: str, target_path='./images', number_images=200):
+    target_folder = os.path.join(target_path, '_'.join(search_term.lower().split(' ')))
+
+    if not os.path.exists(target_folder):
+        os.makedirs(target_folder)
+
+    with webdriver.Chrome(executable_path=driver_path) as wd:
+        res = fetch_image_urls(search_term, number_images, wd=wd, sleep_between_interactions= 0.2)
+
+    for elem in res:
+        persist_image(target_folder, elem)
+
+
+search_term = 'cowss'
+
+search_and_download(
+    search_term=search_term,
+    driver_path=DRIVER_PATH
+)