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README.md

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 license: cc-by-nc-4.0
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+
+# KNEEL: Hourglass Networks for Knee Anatomical Landmark Localization
+
+
+<center>
+<img src="assets/landmarks_kl.png" width="800"/>
+</center>
+
+
+(c) Aleksei Tiulpin, University of Oulu, 2019-2024
+
+## What this is about
+This repo now stores updated models from https://github.com/Oulu-IMEDS/KNEEL. 
+
+Cite our paper as follows:
+
+```
+@article{tiulpin2019kneel,
+  title={KNEEL: Knee Anatomical Landmark Localization Using Hourglass Networks},
+  author={Tiulpin, Aleksei and Melekhov, Iaroslav and Saarakkala, Simo},
+  journal={arXiv preprint arXiv:1907.12237},
+  year={2019}
+}
+```
+
+In this paper we tackled the problem of anatomical landmark localization in knee radiographs at all stages of osteoarthritis. We combined recent advances of landmark localization field and distilled them into a novel modification of hourgalss architecture.
+
+
+<p align=center>
+<img src="assets/network_arch.png" width="800"/>
+</p>
+