Images, audio, video

Directories¶

• Awesome Stock Resources: a curated list of stock photography, video and illustration websites
• Wikimedia Commons: a large database of freely usable media files (images, sounds, videos)

Free images¶

General¶

• ImageNet: image database organized according to the WordNet hierarchy (image-net.org)
• Open Images: dataset of ~9 million URLs to images that have been annotated with labels and bounding boxes spanning thousands categories (github.com)
• Flickr: CC-licensed content for commercial use on Flickr
• Unsplash: free high-resolution photos, also available via Unsplash API (also see documentation)
• Random Image Generators (thisiskelv.in)
• 11k Hands: a large dataset of hand images

Art¶

• Museum of Modern Art Exhibition History: from 1929 to the present
• The Metropolitan Museum of Art Collection
• New York Public Library Public Domain Images
• The Behance Artistic Media Dataset: Automatically-labeled binary attribute scores for over 2.5 million images across 20 attributes each, and more (bam-dataset.org)
• National Gallery of Art Images: 35,000 works of art from the National Gallery, including masterpieces by Van Gogh, Gauguin, Rembrandt, and more
• Smithsonian: 40,000 works of Asian and American art, can be used for all non-commercial purposes
• The Morgan Library & Museum: Rembrandt Prints

Illustrations and drawings¶

• googlecreativelab/quickdraw-dataset: collection of 50 million drawings across 345 categories, contributed by players of the game Quick, Draw!
• Old Book Illustrations: illustrations from old books; this very site uses it extensively!
• Clipart: free clipart images
• The Digital Comic Museum: public domain Golden Age Comics
• Amazing Stories: the world’s first science fiction magazine, launched in 1926 (archive.org)
• U.S. Department of Agriculture (USDA) Pomological Watercolor Collection: 7,584 watercolor paintings, lithographs and line drawings, including 3,807 images of apples
  • @pomological tweets these images randomly

Film and TV¶

• Movie Posters Collection

Maps, history¶

• David Rumsey Historical Map Collection: over 67,000 images of 16th through 21st century maps of America, North America, South America, Europe, Asia, Africa, Pacific and the World (davidrumsey.com)
• State Library of New South Wales: Open Data: see the DATASETS tab for maps, posters, and more

Political¶

• Political Posters, Labadie Collection, University of Michigan: 2,200 radical political posters
• French Revolution Digital Archive: 14,000 images of the French Revolution

Scientific¶

• Project Apollo Archive: more than 8,400 high-resolution photographs taken by Apollo astronauts during trips to the moon
• Wellcome Images: a medical picture library and the world’s leading source of images on medicine and its history
• ECUSTFD: a food image dataset (2900+ images) for evaluating computer vision-based methods (github.com)
  • Computer vision-based food calorie estimation: dataset, method, and experiment (arxiv.org)
• udacity/self-driving-car: image frames from car-mounted cameras, and information about latitude, longitude, gear, brake, throttle, steering angles and speed

Nature¶

• Visual Geometry Group: Oxford-IIIT Pet Dataset: a 37 category pet dataset with roughly 200 images for each class (robots.ox.ac.uk)

Free videos¶

These are not always downloadable, but you can at least freely link to them.

General¶

• AP Archive: the film and video archive of The Associated Press
• Kinetics: a large-scale, high-quality dataset of YouTube video URLs which include a diverse range of human focused actions (deepmind.com)
• Beachfront B-Roll: HD stock video footage and animated backgrounds
• mazwai.com: a small collection of stock videos
• coverr.co: more stock videos

History, news¶

• British Pathé: historical footage
• British Movietone: newsreel archive, spanning the period 1895 to 1986
• The Local News: An Archive: a large collection of samples of local news programs and broadcasting styles over the decades (archive.org)

Nature¶

• Macaulay Library: archive of wildlife sounds and videos

Space¶

• NASA Armstrong Flight Research Center: hours of aerospace history (youtube.com)

Free audio¶

General¶

• AudioSet: A large-scale dataset of manually annotated audio events
• The NSynth Dataset: Large-scale and high-quality dataset of annotated musical notes
• freesound4s: 126,900 sounds on Freesound less than 4 seconds long
  • see also: Fingerprints and Labels to Classifier.ipynb
• IMSLP/Petrucci Music Library: Free Public Domain Sheet Music (imslp.org)
• Old Time Radio Researchers Library: more than 85,000 individual episodes from nearly 2,000 series

Nature¶

• Audio Cats and Dogs (kaggle.com)