Description

Links

Images from Digital Image Processing, 4th ed, by Gonzalez and Woods are in the DIP4E Faculty and Student Support Packages

Images from Digital Image Processing Using MATLAB, 3rd ed., by Gonzalez, Woods, and Eddins are in the DIPUM3E Faculty and Student Support Packages.

Images from Digital Image Processing, 3rd ed, by Gonzalez and Woods.

Images from Digital Image Processing Using MATLAB, 2nd ed. by Gonzalez, Woods, and Eddins.

'Standard' test images (a set of images found frequently in the literature: Lena, peppers, cameraman, lake, etc., all in uncompressed tif format and of the same 512 x 512 size).

MPEG7 CE Shape-1 Part B (database containing 1400 binary shape images). Learn more about MPEG7. See how the shapes database is used.

Light microscopy images (an excellent collection).

Images from various microscope types, including Atomic Force, Light, Confocal, ESEM, TEM, & others.

MedPix--Medical (radiological) image database with more than 20,000 images. Registration is free.

CMU links to a variety of image databases.

U Mass DARPA image understanding datasets.

NASA image exchange (a comprehensive collection of space and related images).

NASA planetary photojournal (a collection of planetary images).

NOAA photo library (a collection of Earth observation images).

USGS satellite images of Earth changes.

ESO weather satellite images.

Earth Science World Image Bank (A large collection of satellite images)

Face databases.

Fingerprint databases.

BIT, U of Bologna

Ground truth labeled video sequences.

Berkeley image segmentation dataset-images and segmentation benchmarks.

Aircraft silhouettes.

Leaf shapes database (courtesy of V. Waghmare). Read about the database.

Download

Annotated databases (public databases, good for comparative studies).

Daimler Pedestrian Detection Database (a DB of moving people and vehicles).

Image Sciences Institute annotated research data bases (retinal images, chest radiographs, images for evaluating registration techniques, liver images, brain MRI scans).

University of South Florida range image database. (This database contains over 400 range images, each with a registered intensity image, taken using four different range cameras.

Pascal dataset. (Standardized image data for object class recognition.)

Data set of plant images (Download from host web site home page.)

Multispectral images data base: USGS database of remote sensing data

Image databases useful for benchmarking

Index of image databases (an extensive list of image databases)

A SAMPLE OF IMAGE DATABASES USED FREQUENTLY IN DEEP LEARNING:

A. MNIST dataset of handwritten digits (28x28 grayscale images with 60K training samples and 10K test samples in a consistent format).

B. CIFAR-10 dataset. (32x32 RGB images in 10 classes. 50K training images and 10K test images).

C. CIFAR-100 dataset. (32x32 RGB images in 100 classes. 50K training images and 10K test images).

D. Caltech101 dataset. (RGB and grayscale images of various sizes images in 101 categories, for a total of 9144 images).

E. Caltech256 dataset. (RGB and grayscale images of various sizes in 256 categories for a total of 30608 images).

F. ImageNet (RGB and grayscale images of various sizes in more than 10,000 categories for a total of over 3 million images--Considered by many to be the standard for algorithm development and testing.)

G. More image databases used in deep learning.

H. Image classification accuracy using various deep learning approaches and image databases.

I. Columbia University Image Library: A 100-object image database.