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flickr_images — Flickr image relationships (2012)

Description

A network of images on the photo-sharing website Flickr, constructed by McAuley and Leskovec to study image classification using social-network metadata. The images are those of four image-classification benchmarks whose images originate from Flickr (PASCAL VOC, ImageCLEF, MIR Flickr and NUS-WIDE), and two images are connected by an undirected edge if they share some metadata on Flickr: if they were taken at the same location, submitted to the same gallery, group or set, share common tags, or were taken by friends, among others. The type of shared metadata is not included (the source provides it separately, together with image features, as large additional files).

The network has the following properties:

  • Nodes: photo_id, the Flickr identifier of the image.
Tags
Informational Folksonomy Unweighted Projection
Citation
  • J. McAuley, J. Leskovec, "Image Labeling on a Network: Using Social-Network Metadata for Image Classification." Computer Vision - ECCV 2012, Lecture Notes in Computer Science 7575, 828-841 (2012) 10.1007/978-3-642-33765-9_59 Sci-Hub
Upstream URL OK
https://snap.stanford.edu/data/web-flickr.html
Networks
Tip: hover over a column header for a description.
Column legend
$\left<k\right>$
Mean degree
$\sigma_k$
Standard deviation of the degrees
$\lambda_h$
Largest eigenvalue of the Hashimoto (non-backtracking) matrix
$\tau$
Random walk mixing time
$r$
Degree assortativity
$c$
Global clustering coefficient
$\oslash$
(Pseudo-) diameter
$S$
Relative size of the largest component
NPs
Node properties
EPs
Edge properties
Name Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode NPs EPs gt GraphML GML csv
flickr_images 105,938 2,316,948 43.74 115.58 614.42 5578.70 0.25 0.40 9 1.00 Undirected Unipartite photo_id 5.3 MiB 9.1 MiB 9.1 MiB 8.4 MiB