This page hosts datasets used in our CSUR paper Socializing the semantic gap: A comparative Survey on Image Tag Assignment, Refinement and Retrieval.
| Train10k | Train100k | Train1m | MIRFlickr | Flickr51 | NUS-WIDE | |
|---|---|---|---|---|---|---|
| Nr. of images | 10,000 | 100,000 | 1,198,818 | 25,000 | 81,541 | 259,233 |
| Nr. of test tags | – | – | – | 14 | 51 | 81 |
| vggnet16-fc7relu | train10k-vggnet16-fc7relu.tar.gz | train100k-vggnet16-fc7relu.tar.gz | train1m-vggnet16-fc7relu.tar.gz | mirflickr08-vggnet16-fc7relu.tar.gz | flickr51-vggnet16-fc7relu.tar.gz | flickr81-vggnet16-fc7relu.tar.gz |
| googlenet-pool5 | in preparation | in preparation | in preparation | in preparation | in preparation | in preparation |
| social tags | train10k-tag.tar.gz | train100k-tag.tar.gz | train1m-tag.tar.gz | mirflickr08-tag.tar.gz | flickr51-tag.tar.gz | flickr81-tag.tar.gz |
| tag frequency | train10k-tagfreq.tar.gz | train100k-tagfreq.tar.gz | train1m-tagfreq.tar.gz | – | – | – |
| ground truth | – | – | – | mirflickr08-anno.tar.gz | flickr51-anno.tar.gz | flickr81-anno.tar.gz |
| Flickr image urls | – | – | train1m-urls.txt.gz | – | – | nuswide |
- [Train1m] Xirong Li, Cees G. M. Snoek, Marcel Worring, and Arnold W. M. Smeulders, Harvesting social images for bi-concept search. IEEE Transactions on Multimedia, 14(4):1091-1104, 2012
- [MIRFlickr] Mark J. Huiskes, Bart Thomee, and Michael S. Lew, New Trends and Ideas in Visual Concept Detection: The MIR Flickr Retrieval Evaluation Initiative, Proc. of ACM MIR, 2010
- [NUS-WIDE] Tat-Seng Chua, Jinhui Tang, Richang Hong, Haojie Li, Zhiping Luo, and Yantao Zheng, NUS-WIDE: A real-world web image database from national university of singapore, Proc. of ACM CIVR, 2009
- [Flickr51] Meng Wang, Kuiyuan Yang, Xian-Sheng Hua, and Hong-Jiang Zhang, Towards a relevant and diverse search of social images. IEEE Transactions on Multimedia, 12(8):829–842, 2010