PolypNextLSTM: a lightweight and fast polyp video segmentation network using ConvNext and ConvLSTM.

Debayan BhattacharyaKonrad ReuterFinn BehrendtLennart MaackSarah GrubeAlexander Schlaefer

Published in: International journal of computer assisted radiology and surgery (2024)

PolypNextLSTM, integrating pruned ConvNext-Tiny with ConvLSTM for temporal fusion, not only exhibits superior segmentation performance but also maintains the highest frames per speed among evaluated models. Code can be found here: https://github.com/mtec-tuhh/PolypNextLSTM .

Keyphrases

deep learning
convolutional neural network
machine learning
network analysis