Concepedia

Dissecting self-supervised learning methods for surgical computer vision

Sanat Ramesh, Vinkle Srivastav, Deepak Alapatt, Tong Yu, Aditya Murali, Luca Sestini, Chinedu Innocent Nwoye, Idris Hamoud, Saurav Sharma, Antoine Fleurentin,

Medical Image Analysis · 2023 · 58 citations · 25 references

DOIFull text

Open access

Concepts

References

25

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Zhirong Wu, Yuanjun Xiong, Stella X. Yu et al. · 2018 · 3.6K citations

, , +16

Unsupervised Visual Representation Learning by Context Prediction

Carl Doersch, Abhinav Gupta, Alexei A. Efros · 2015 · 2.7K citations

, , +16

Neural Discrete Representation Learning.

Aäron van den Oord, Oriol Vinyals, Koray Kavukcuoglu · arXiv (Cornell University) · 2017 · 2K citations · Full text

, , +12

Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey

Longlong Jing, Yingli Tian · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2020 · 1.9K citations

, , +15

SimMIM: a Simple Framework for Masked Image Modeling

Zhenda Xie, Zheng Zhang, Yue Cao et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 1.1K citations

, , +10