Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations

20 July 2022

Yang Yu

Pheng-Ann Heng

Papers citing "Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations"

25 / 25 papers shown

Title
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation Yueming Jin Yang Yu Cheng Chen Zixu Zhao Pheng-Ann Heng Danail Stoyanov 43 39 0 29 Mar 2022
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency Xin Lai Zhuotao Tian Li Jiang Shu Liu Hengshuang Zhao Liwei Wang Jiaya Jia 64 209 0 27 Jun 2021
Exploring Cross-Image Pixel Contrast for Semantic Segmentation Wenguan Wang Tianfei Zhou Feng Yu Jifeng Dai E. Konukoglu Luc Van Gool 80 475 0 28 Jan 2021
In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning Mamshad Nayeem Rizve Kevin Duarte Yogesh S Rawat M. Shah 301 513 0 15 Jan 2021
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 77 174 0 13 Dec 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 74 412 0 19 Nov 2020
Noisy-LSTM: Improving Temporal Awareness for Video Semantic Segmentation Bowen Wang Liangzhi Li Yuta Nakashima R. Kawasaki Hajime Nagahara Y. Yagi 49 25 0 19 Oct 2020
Theoretical Analysis of Self-Training with Deep Networks on Unlabeled Data Colin Wei Kendrick Shen Yining Chen Tengyu Ma SSL 50 227 0 07 Oct 2020
Learning Motion Flows for Semi-supervised Instrument Segmentation from Robotic Surgical Video Zixu Zhao Yueming Jin Xiaojie Gao Qi Dou Pheng-Ann Heng 41 44 0 06 Jul 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 44 551 0 18 Jun 2020
DMT: Dynamic Mutual Training for Semi-Supervised Learning Zhengyang Feng Qianyu Zhou Qiqi Gu Xin Tan Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 24 169 0 18 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 408 3,397 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 158 18,523 0 13 Feb 2020
2018 Robotic Scene Segmentation Challenge M. Allan S. Kondo S. Bodenstedt S. Leger Rahim Kadkhodamohammadi ... Sang Hyun Park M. Azizian Danail Stoyanov Lena Maier-Hein Stefanie Speidel 37 133 0 30 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 83 11,959 0 13 Nov 2019
Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video Yueming Jin Keyun Cheng Qi Dou Pheng-Ann Heng 52 119 0 18 Jul 2019
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Lequan Yu Shujun Wang Xuelong Li Chi-Wing Fu Pheng-Ann Heng UQCV 45 832 0 16 Jul 2019
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation Xuhua Ren Lichi Zhang Sahar Ahmad Dong Nie Fan Yang L. Xiang Qian Wang Dinggang Shen 27 26 0 21 May 2019
Label Propagation for Deep Semi-supervised Learning Ahmet Iscen Giorgos Tolias Yannis Avrithis Ondřej Chum SSL 56 622 0 09 Apr 2019
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 93 549 0 22 Feb 2018
Large Batch Training of Convolutional Networks Yang You Igor Gitman Boris Ginsburg ODL 81 842 0 13 Aug 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 131 8,425 0 17 Jun 2017
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 164 6,170 0 15 Sep 2016
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 106 2,411 0 12 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.1K 192,638 0 10 Dec 2015