The ITEC Cat21 Dataset of Cataract Surgery Videos

The dataset contains 21 video recordings of cataract surgeries. The dataset is divided into a training part consisting of 17 videos and a validation part consisting of 4 videos. For each video a CSV file with ground-truth annotations is provided, linking each frame number to one of ten classes (operation phases) listed above. The ground-truth annotation has been done by medical experts of Klinikum Klagenfurt. Please note that parts of video recordings that do not belong to any of the classes are labelled with "not_initialized" (in particular, the part before the first phase "Incision").

The dataset is exclusively provided for scientific research purposes and as such cannot be used commercially or for any other purpose.

In addition, reference must be made to the following publication when this dataset is used in any academic or research reports:

Manfred Jürgen Primus, Doris Putzgruber-Adamitsch, Mario Taschwer, Bernd Münzer, Yosuf El-Shabrawi, Laszlo Böszörmenyi, Klaus Schoeffmann: Frame-Based Classification of Operation Phases in Cataract Surgery Videos. International Conference on Multimedia Modelling (MMM 2018). DOI 10.1007/978-3-319-73603-7_20

BibTeX:

@inproceedings{DBLP:conf/mmm/PrimusPTMEBS18,
  author    = {Manfred J{\"{u}}rgen Primus and
               Doris Putzgruber{-}Adamitsch and
               Mario Taschwer and
               Bernd M{\"{u}}nzer and
               Yosuf El{-}Shabrawi and
               L{\'{a}}szl{\'{o}} B{\"{o}}sz{\"{o}}rm{\'{e}}nyi and
               Klaus Schoeffmann},
  editor    = {Klaus Schoeffmann and
               Thanarat H. Chalidabhongse and
               Chong{-}Wah Ngo and
               Supavadee Aramvith and
               Noel E. O'Connor and
               Yo{-}Sung Ho and
               Moncef Gabbouj and
               Ahmed Elgammal},
  title     = {Frame-Based Classification of Operation Phases in Cataract Surgery
               Videos},
  booktitle = {MultiMedia Modeling - 24th International Conference, {MMM} 2018, Bangkok,
               Thailand, February 5-7, 2018, Proceedings, Part {I}},
  series    = {Lecture Notes in Computer Science},
  volume    = {10704},
  pages     = {241--253},
  publisher = {Springer},
  year      = {2018},
  url       = {https://doi.org/10.1007/978-3-319-73603-7\_20},
  doi       = {10.1007/978-3-319-73603-7\_20},
  timestamp = {Tue, 14 May 2019 10:00:42 +0200},
  biburl    = {https://dblp.org/rec/conf/mmm/PrimusPTMEBS18.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License .

This license allows users of this dataset to copy, distribute and transmit the work under the following conditions:

• Attribution: You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
• Non-Commercial: You may not use the material for commercial purposes.
• ShareAlike: If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.

For further legal details, please read the complete licence terms.

I accept the license terms.

For any questions please contact Mario Taschwer.