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13: The Hyper Kvasir Dataset Landmark Classification (Lower GI tract)

Authors: Mayer, Simone; Hartmann, Dennis; Auer, Florian; Krafft, Tamara;

13: The Hyper Kvasir Dataset Landmark Classification (Lower GI tract)

Abstract

This model was trained to identify anatomical landmarks in the lower GI tract during an endoscopy. Training was done on the Hyper-Kvasir dataset, which is the largest publicly released gastrointestinal tract image dataset. In total, the dataset contains 110,079 images and 373 videos where it captures anatomical landmarks and pathological and normal findings. The results is more than 1,1 million images and video frames all together. The paper describing the data can be accessed here. Here you will find the files used to prepare the dataset, create the baseline experiments, and the official k-fold splits of the dataset. Available classes are ileumretroflex-rectumThe model was trained using this script; a summary of its performance can be found here.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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