Contrastive Learning for Label-Efficient Semantic Segmentation

13 December 2020

Papers citing "Contrastive Learning for Label-Efficient Semantic Segmentation"

39 / 89 papers shown

Title
Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations Yang Yu Zixu Zhao Yueming Jin Guangyong Chen Qi Dou Pheng-Ann Heng 23 4 0 20 Jul 2022
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images Jiawei Yang Hanbo Chen Yuan Liang Junzhou Huang Lei He Jianhua Yao 46 18 0 14 Jul 2022
Towards Galaxy Foundation Models with Hybrid Contrastive Learning Mike Walmsley I. V. Slijepcevic Micah Bowles A. Scaife VLM 40 15 0 23 Jun 2022
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis Mengwei Ren Neel Dey Martin Styner K. Botteron Guido Gerig 19 18 0 09 Jun 2022
Semi-Supervised Learning for Mars Imagery Classification and Segmentation Wenjing Wang Lilang Lin Zejia Fan Jiaying Liu SSL 23 10 0 05 Jun 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation Feihu Zhang V. Koltun Philip H. S. Torr René Ranftl Stephan R. Richter 15 6 0 18 Apr 2022
WildNet: Learning Domain Generalized Semantic Segmentation from the Wild Suhyeon Lee Hongje Seong Seongwon Lee Euntai Kim 35 92 0 04 Apr 2022
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation Yueming Jin Yang Yu Cheng Chen Zixu Zhao Pheng-Ann Heng Danail Stoyanov 19 39 0 29 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 17 15 0 25 Mar 2022
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation Feng Wang Huiyu Wang Chen Wei Alan Yuille Wei Shen SSL VLM 25 35 0 22 Mar 2022
Contrastive Learning for Automotive mmWave Radar Detection Points Based Instance Segmentation Weiyi Xiong Jianan Liu Yu Xia Tao Huang Bing Zhu Wei Xiang 14 21 0 13 Mar 2022
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation Lihao Liu Zhening Huang Pietro Lio' Carola-Bibiane Schönlieb Angelica I. Aviles-Rivero 24 16 0 10 Mar 2022
Contrastive Boundary Learning for Point Cloud Segmentation Liyao Tang Yibing Zhan Zhe Chen Baosheng Yu Dacheng Tao 3DPC 22 102 0 10 Mar 2022
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Yuchao Wang Haochen Wang Yujun Shen Jingjing Fei Wei Li Guoqiang Jin Liwei Wu Rui Zhao Xinyi Le UQCV 19 331 0 08 Mar 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation Biao Gao Xijun Zhao Huijing Zhao 39 12 0 18 Feb 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 29 8 0 21 Jan 2022
Self-Supervised Beat Tracking in Musical Signals with Polyphonic Contrastive Learning Dorian Desblancs SSL 21 2 0 05 Jan 2022
Adaptive Contrast for Image Regression in Computer-Aided Disease Assessment Weihang Dai X. Li W. H. Chiu Michael D Kuo Kwang-Ting Cheng MedIm 28 21 0 22 Dec 2021
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 15 120 0 17 Dec 2021
Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning Zunayed Mahmud Paul Hungler Ali Etemad 24 3 0 15 Dec 2021
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Huimin Wu X. Li Kwang-Ting Cheng 28 13 0 22 Nov 2021
NIDA-CLIFGAN: Natural Infrastructure Damage Assessment through Efficient Classification Combining Contrastive Learning, Information Fusion and Generative Adversarial Networks Jie Wei Zhigang Zhu Erik P. Blasch Bilal Abdulrahman Billy Davila Shuoxin Liu Jed Magracia Ling Fang 11 2 0 27 Oct 2021
Denoised Non-Local Neural Network for Semantic Segmentation Qi Song Jie Li Hao Guo Rui Huang 20 5 0 27 Oct 2021
Contrastive Learning for Neural Topic Model Thong Nguyen A. Luu 26 56 0 25 Oct 2021
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 93 129 0 14 Oct 2021
Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling Liwen Wang Xuefeng Li Jiachi Liu Keqing He Yuanmeng Yan Weiran Xu VLM 52 24 0 07 Oct 2021
Contrastive Video-Language Segmentation Chen Liang Yawei Luo Yu Wu Yi Yang VLM VOS 4 1 0 29 Sep 2021
Contrastive Learning for Mitochondria Segmentation Zhili Li Xuejin Chen Jie Zhao Zhiwei Xiong 11 7 0 25 Sep 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-xiong Wang 35 167 0 20 Aug 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jizong Peng Ping Wang Chrisitian Desrosiers M. Pedersoli SSL 29 63 0 29 Jul 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 24 5 0 23 Jun 2021
Multi-dataset Pretraining: A Unified Model for Semantic Segmentation Bowen Shi Xiaopeng Zhang Haohang Xu Wenrui Dai Junni Zou H. Xiong Qi Tian 17 7 0 08 Jun 2021
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation Ho Hin Lee Yucheng Tang Qi Yang Xin Yu Shunxing Bao L. Cai Lucas W. Remedios Bennett A. Landman Yuankai Huo 23 8 0 03 Jun 2021
Bootstrapping Semantic Segmentation with Regional Contrast Shikun Liu Shuaifeng Zhi Edward Johns Andrew J. Davison ISeg 20 122 0 09 Apr 2021
Fine-Grained Off-Road Semantic Segmentation and Mapping via Contrastive Learning Biao Gao Shaochi Hu Xijun Zhao Huijing Zhao 26 27 0 05 Mar 2021
Contrastive Registration for Unsupervised Medical Image Segmentation Lihao Liu Angelica I Aviles-Rivero Carola-Bibiane Schönlieb 19 37 0 17 Nov 2020
Edge Guided GANs with Contrastive Learning for Semantic Image Synthesis Hao Tang Xiaojuan Qi Guolei Sun Dan Xu N. Sebe Radu Timofte Luc Van Gool GAN 14 11 0 31 Mar 2020
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images Irem Ülkü Erdem Akagündüz SSeg 34 189 0 21 Dec 2019
SegSort: Segmentation by Discriminative Sorting of Segments Jyh-Jing Hwang Stella X. Yu Jianbo Shi Maxwell D. Collins Tien-Ju Yang Xiao Zhang Liang-Chieh Chen 183 148 0 15 Oct 2019