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100 million Flickr images  
3D people data set  
50+ million QuickDraw drawings  
Amsterdam Library of Object Images (ALOI)   - about 100K images
Baidu Apollo   - a massive self-driving data set.
Bulkr   - A tool to download Flickr images
CIFAR-10 and CIFAR-100   - 60K color images 32x32 (test & training data)
Classification accuracy for various famous image/video datasets  
CMU Face Databases  
CoPhIR (Content-based Photo Image Retrieval) Test-Collection   - >100 million processed images.
Corel data set features  
CVonline   - A collated list of image and video databases that people have found useful for computer vision research and algorithm evaluation (a great collection of image data sets).
Drawing of 10 Famous Logos From Memory by various people  
Face in the wild  
Google Landmarks   - more than 2 million images depicting 30 thousand unique landmarks from across the world.
Image Annotations collected Using Amazon's Mechanical Turk  
ImageNet   - ImageNet is an image database organized according to the WordNet hierarchy (currently only the nouns), in which each node of the hierarchy is depicted by hundreds and thousands of images.
iNaturalist competition data  
INRIA Holiday's dataset  
INRIA Person Dataset  
Label Me (MIT)  
Matterport3D   - 10,800 aligned 3D panoramic views (RGB + depth per pixel) from 194,400 RGB + depth images of 90 building-scale scenes.
MediaEval datasets   - A rich set of humanly-annotated multimedia datasets
Microsoft COCO   - an image recognition and segmentation dataset.
Microsoft Sequential Image Narrative Dataset (SIND)  
MIR Flickr   - Flickr images with annotations
MNIST database of handwritten digits  
MS-Celeb-1M   - Challenge of Recognizing One Million Celebrities in the Real World
One million free pictures from the British Library  
Open Images Dataset V4 + Extensions   - A large object detection data set.
Open Images V4   - 15.4M bounding-boxes for 600 categories on 1.9M images.
Profiset   - a collection of 20M high-quality images with rich and systematic annotations, which were obtained from Profimedia
semantic3d   - a large set of point clouds with over one billion of labelled points.
TEXMEX datasets for approximate nearest neighbor search  
The PASCAL Object Recognition Database Collection  
The Stanford 3D Scanning Repository  
The Street View House Numbers (SVHN) Dataset   - a real-world image dataset where the task is to recognize house numbers.
UQ_IMH dataset  
Visual Dictionary   - More than 80 millions tiny images collected by MIT
Visual Genome   - an ongoing effort to connect structured image concepts to language
Visual Storytelling Dataset (VIST)  
WLFDB : Weakly Labeled Face Databases