On the Texture Bias for Few-Shot CNN Segmentation

On the Texture Bias for Few-Shot CNN Segmentation

9 March 2020

Ismail Ben Ayed

Jose Dolz

Papers citing "On the Texture Bias for Few-Shot CNN Segmentation"

19 / 19 papers shown

Title
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen C. Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 32 0 0 09 May 2025
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies Surojit Saha Ross T. Whitaker 53 0 0 28 Jan 2025
Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation Liam Chalcroft Ruben Lourencco Pereira Mikael Brudfors Andrew S. Kayser M. D’Esposito Cathy J. Price Ioannis Pappas John Ashburner ViT 3DV MedIm 26 8 0 14 Aug 2023
LSFSL: Leveraging Shape Information in Few-shot Learning Deepan Padmanabhan Shruthi Gowda Elahe Arani Bahram Zonooz 25 6 0 13 Apr 2023
Prediction of Scene Plausibility O. Nachmias Ohad Fried Ariel Shamir 3DV 26 0 0 02 Dec 2022
Style Augmentation improves Medical Image Segmentation Kévin Ginsburger 20 0 0 02 Nov 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 29 47 0 30 Oct 2022
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model Reza Azad Mohammad T. Al-Antary Moein Heidari Dorit Merhof ViT MedIm 28 72 0 27 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari A. Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 25 178 0 18 Jul 2022
MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning Miao Zhang Miaojing Shi Li Li VLM 38 20 0 30 Oct 2021
Dense Gaussian Processes for Few-Shot Segmentation Joakim Johnander Johan Edstedt M. Felsberg F. Khan Martin Danelljan 59 30 0 07 Oct 2021
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation A. Makarevich Azade Farshad Vasileios Belagiannis Nassir Navab 49 10 0 18 Sep 2021
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning Xiaoang Shen Guokai Zhang Huilin Lai Jihao Luo Jianwei Lu Ye Luo 27 14 0 26 Aug 2021
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer Zhihe Lu Sen He Xiatian Zhu Li Zhang Yi-Zhe Song Tao Xiang ViT 171 173 0 06 Aug 2021
Mining Latent Classes for Few-shot Segmentation Lihe Yang Wei Zhuo Lei Qi Yinghuan Shi Yang Gao 35 126 0 29 Mar 2021
CRNet: Cross-Reference Networks for Few-Shot Segmentation Weide Liu Chi Zhang Guosheng Lin Fayao Liu SSeg 149 192 0 24 Mar 2020
Semi-supervised few-shot learning for medical image segmentation A. Fayjie Reza Azad M. Pedersoli C. Kauffmann Ismail Ben Ayed Jose Dolz 13 63 0 18 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 329 11,684 0 09 Mar 2017
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,904 0 13 Jun 2015