Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation

15 June 2017

Papers citing "Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation"

50 / 56 papers shown

Title
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 79 1 0 25 Nov 2024
Assistive Image Annotation Systems with Deep Learning and Natural Language Capabilities: A Review Moseli Motsóehli VLM 3DV 30 0 0 28 Jun 2024
Correlation-aware active learning for surgery video segmentation Fei Wu Pablo Márquez-Neila Mingyi Zheng Hedyeh Rafii-Tari Raphael Sznitman 29 3 0 15 Nov 2023
Two-Step Active Learning for Instance Segmentation with Uncertainty and Diversity Sampling Ke Yu Yuanmin Tang Giulia DeSalvo Suraj Kothawade Abdullah Rashwan S. Tavakkol Kayhan Batmanghelich Xiaoqi Yin ISeg 19 0 0 28 Sep 2023
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities Ganping Li Yoshito Otake Mazen Soufi M. Taniguchi Masahide Yagi N. Ichihashi Keisuke Uemura Masaki Takao Nobuhiko Sugano Yoshinobu Sato 24 3 0 26 Jul 2023
TAAL: Test-time Augmentation for Active Learning in Medical Image Segmentation Mélanie Gaillochet Christian Desrosiers H. Lombaert 19 11 0 16 Jan 2023
Pixel is All You Need: Adversarial Trajectory-Ensemble Active Learning for Salient Object Detection Zhenyu Wu Lin Wang Wen Wang Qing Xia Chenglizhao Chen Aimin Hao Shuo Li AAML 25 5 0 13 Dec 2022
Semantic Segmentation for Fully Automated Macrofouling Analysis on Coatings after Field Exposure Lutz M. K. Krause Emily Manderfeld Patricia Gnutt Louisa Vogler Ann Wassick ... Marco Rudolph K. Hunsucker G. Swain Bodo Rosenhahn A. Rosenhahn 13 5 0 21 Nov 2022
Radically Lower Data-Labeling Costs for Visually Rich Document Extraction Models Yichao Zhou James Bradley Wendt Navneet Potti Jing Xie Sandeep Tata VLM 24 1 0 28 Oct 2022
$Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning$ Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning V. Nath Dong Yang H. Roth Daguang Xu 34 25 0 13 Sep 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 15 56 0 18 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 15 5 0 01 Aug 2022
Deep Active Learning with Budget Annotation P. Gikunda 15 0 0 31 Jul 2022
Active Pointly-Supervised Instance Segmentation Chufeng Tang Lingxi Xie Gang Zhang Xiaopeng Zhang Qi Tian Xiaolin Hu ISeg 32 15 0 23 Jul 2022
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation Ziyuan Zhao An Zhu Zeng Zeng B. Veeravalli Cuntai Guan 19 9 0 05 Jul 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 26 131 0 18 Jun 2022
Self-supervised Assisted Active Learning for Skin Lesion Segmentation Ziyuan Zhao Wenjing Lu Zeng Zeng Kaixin Xu B. Veeravalli Cuntai Guan 13 8 0 14 May 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation Biao Gao Xijun Zhao Huijing Zhao 34 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 21 8 0 21 Jan 2022
CPRAL: Collaborative Panoptic-Regional Active Learning for Semantic Segmentation Yu Qiao Jincheng Zhu Chengjiang Long Zeyao Zhang Yuxin Wang Z. Du Xin Yang 30 13 0 11 Dec 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 24 88 0 14 Oct 2021
A semi-supervised self-training method to develop assistive intelligence for segmenting multiclass bridge elements from inspection videos Muhammad Monjurul Karim Ruwen Qin Zhaozheng Yin Genda Chen 16 24 0 10 Sep 2021
Field-Guide-Inspired Zero-Shot Learning Utkarsh Mall Bharath Hariharan Kavita Bala VLM 20 7 0 24 Aug 2021
Semi-Supervised Active Learning with Temporal Output Discrepancy Siyu Huang Tianyang Wang Haoyi Xiong Jun Huan Dejing Dou UQCV 20 66 0 29 Jul 2021
MCDAL: Maximum Classifier Discrepancy for Active Learning Jae-Won Cho Dong-Jin Kim Yunjae Jung In So Kweon 14 46 0 23 Jul 2021
Unsupervised Detection of Cancerous Regions in Histology Imagery using Image-to-Image Translation Dejan Štepec D. Skočaj MedIm 19 12 0 28 Apr 2021
Quantization of Deep Neural Networks for Accurate Edge Computing Wentao Chen Hailong Qiu Zhuang Jian Chutong Zhang Yu Hu Qing Lu Tianchen Wang Yiyu Shi Meiping Huang Xiaowe Xu 37 21 0 25 Apr 2021
All you need are a few pixels: semantic segmentation with PixelPick Gyungin Shin Weidi Xie Samuel Albanie VLM 19 42 0 13 Apr 2021
NFCNN: Toward a Noise Fusion Convolutional Neural Network for Image Denoising Maoyuan Xu Xiaoping Xie 13 14 0 17 Feb 2021
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image Segmentation Ziyuan Zhao Zeng Zeng Kaixin Xu Cen Chen Cuntai Guan 13 65 0 22 Jan 2021
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation V. Nath Dong Yang Bennett A. Landman Daguang Xu H. Roth 27 68 0 07 Jan 2021
Active Deep Learning on Entity Resolution by Risk Sampling Youcef Nafa Qun Chen Zhaoqiang Chen Xingyu Lu Haiyang He Tianyi Duan Zhanhuai Li 10 16 0 23 Dec 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 8 159 0 13 Aug 2020
A Weakly Supervised Region-Based Active Learning Method for COVID-19 Segmentation in CT Images I. Laradji Pau Rodríguez López Frederic Branchaud-Charron Keegan Lensink Parmida Atighehchian William Parker David Vazquez Derek Nowrouzezahrai 31 19 0 07 Jul 2020
How useful is Active Learning for Image-based Plant Phenotyping? Koushik Nagasubramanian Talukder Z. Jubery Fateme Fotouhi Ardakani S. Mirnezami Asheesh K. Singh Arti Singh S. Sarkar Baskar Ganapathysubramanian VLM 18 16 0 07 Jun 2020
Batch Decorrelation for Active Metric Learning Priyadarshini Kumari Ritesh Goru Siddhartha Chaudhuri Subhasis Chaudhuri 14 7 0 20 May 2020
Deeply Supervised Active Learning for Finger Bones Segmentation Ziyuan Zhao Xiaoyan Yang B. Veeravalli Zeng Zeng 19 13 0 07 May 2020
Dataset of Segmented Nuclei in Hematoxylin and Eosin Stained Histopathology Images of 10 Cancer Types L. Hou Rajarsi R. Gupta John S. Van Arnam Yuwei Zhang Kaustubh Sivalenka Dimitris Samaras Tahsin M. Kurc Joel H. Saltz 11 45 0 18 Feb 2020
Reinforced active learning for image segmentation Arantxa Casanova Pedro H. O. Pinheiro Negar Rostamzadeh C. Pal 11 107 0 16 Feb 2020
Active Learning for Entity Alignment M. Berrendorf Evgeniy Faerman Volker Tresp 19 17 0 24 Jan 2020
Active Learning for Segmentation Based on Bayesian Sample Queries Firat Özdemir Z. Peng Philipp Fürnstahl C. Tanner O. Goksel 17 22 0 22 Dec 2019
An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis Xueying Shi Qi Dou Cheng Xue J. Qin Hao Chen Pheng-Ann Heng 12 38 0 05 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 9 750 0 27 Aug 2019
Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for Personalized Musculoskeletal Modeling Yuta Hiasa Y. Otake Masaki Takao Takeshi Ogawa Nobuhiko Sugano Yoshinobu Sato 11 109 0 21 Jul 2019
Learning Loss for Active Learning Donggeun Yoo In So Kweon UQCV 8 652 0 09 May 2019
Variational Adversarial Active Learning Samarth Sinha Sayna Ebrahimi Trevor Darrell GAN DRL VLM SSL 21 570 0 31 Mar 2019
Exploiting Unlabeled Data in CNNs by Self-supervised Learning to Rank Xialei Liu Joost van de Weijer Andrew D. Bagdanov SSL 14 174 0 17 Feb 2019
A New Ensemble Learning Framework for 3D Biomedical Image Segmentation Hao Zheng Yizhe Zhang Lin Yang Peixian Liang Zhuo Zhao Chaoli Wang D. Z. Chen 3DV 20 75 0 10 Dec 2018
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation Radek Mackowiak Philip Lenz Omair Ghori Ferran Diego O. Lange Carsten Rother 20 108 0 23 Oct 2018
A Strategy of MR Brain Tissue Images' Suggestive Annotation Based on Modified U-Net Yang Deng Yao Sun Yongpei Zhu Mingwang Zhu Wei Han Kehong Yuan 11 13 0 19 Jul 2018