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fast-zero-shot-image-tagging's Introduction

Fast Zero-Shot Image Tagging (in progress)

Implementing algorithm from paper by Zhang , et al

Paper: http://crcv.ucf.edu/papers/cvpr2016/Zhang_CVPR2016.pdf
NUS-WIDE Dataset: http://lms.comp.nus.edu.sg/research/NUS-WIDE.htm

/Dataset contains compressed files for constructing dataframes for the NUS-WIDE dataset. For the raw data, download directly from the link above.

point /Dataset/downloader.py to the appropriate file containing img urls to download images.

There are a large number of broken links in NUS-WIDE-urls.text if it is crucial to have access to all 260k images, request access from the authors of the dataset at the NUS-WIDE Dataset website.

Naming conventions used by authors of NUS-WIDE dataset

  • Concepts are the image classes. There is some overlap in the classes corresponding to fine-grained image classification (for example there exists animal and bird classes).
  • Groundtruth are solutions to both training and test sets for assigning concept to image.
  • Tags are more general categorical assignments with a high degree of overlap between tags.

fast-zero-shot-image-tagging's People

Contributors

brthmas avatar

Stargazers

Yang Zhang avatar Jason Wang avatar Jose Perez-Parras Toledano avatar Trevor Slaton avatar Jeevan Patil avatar Tobias Scheck avatar

Forkers

dathuynh

fast-zero-shot-image-tagging's Issues

Is it compeleted or still in progress

hi @brthmas can you pls inform me is this completed or ur working on it i was planning on using this . or else can you suggest an other methods for image tagging since i am new to this topic

Thanking you in advance

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