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 / 78 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 91 1 0 25 Nov 2024
Assistive Image Annotation Systems with Deep Learning and Natural Language Capabilities: A Review Moseli Motsóehli VLM 3DV 32 0 0 28 Jun 2024
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images Lianlei Shan Weiqiang Wang Ke Lv Bin Luo VLM 25 0 0 28 May 2024
Foundation Model Makes Clustering A Better Initialization For Cold-Start Active Learning Han Yuan Chuan Hong AI4CE 17 0 0 04 Feb 2024
Correlation-aware active learning for surgery video segmentation Fei Wu Pablo Márquez-Neila Mingyi Zheng Hedyeh Rafii-Tari Raphael Sznitman 31 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 21 0 0 28 Sep 2023
Active Learning for Semantic Segmentation with Multi-class Label Query S. Hwang Sohyun Lee Hoyoung Kim Minhyeon Oh Jungseul Ok Suha Kwak VLM 38 7 0 17 Sep 2023
Maturity-Aware Active Learning for Semantic Segmentation with Hierarchically-Adaptive Sample Assessment Amirsaeed Yazdani Xuelu Li V. Monga EDL 41 0 0 28 Aug 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 29 3 0 26 Jul 2023
Active Learning Enhances Classification of Histopathology Whole Slide Images with Attention-based Multiple Instance Learning Ario Sadafi Nassir Navab Carsten Marr 22 2 0 02 Mar 2023
Active Learning with Combinatorial Coverage Sai Prathyush Katragadda Tyler Cody Peter A. Beling Laura J. Freeman 16 6 0 28 Feb 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 41 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 32 1 0 28 Oct 2022
From colouring-in to pointillism: revisiting semantic segmentation supervision Rodrigo Benenson V. Ferrari VLM 21 18 0 25 Oct 2022
Deep Active Ensemble Sampling For Image Classification S. Mohamadi Gianfranco Doretto Donald Adjeroh UQCV 15 9 0 11 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 41 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 25 56 0 18 Aug 2022
Deep Bayesian Active-Learning-to-Rank for Endoscopic Image Data T. Kadota Hideaki Hayashi Ryoma Bise Kiyohito Tanaka Seiichi Uchida BDL 16 2 0 05 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 19 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 34 15 0 23 Jul 2022
SVGraph: Learning Semantic Graphs from Instructional Videos Madeline Chantry Schiappa Y. S. Rawat 17 4 0 16 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 21 9 0 05 Jul 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 36 131 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 25 8 0 14 May 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 35 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 43 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 32 89 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 22 24 0 10 Sep 2021
Field-Guide-Inspired Zero-Shot Learning Utkarsh Mall Bharath Hariharan Kavita Bala VLM 33 7 0 24 Aug 2021
Semi-Supervised Active Learning with Temporal Output Discrepancy Siyu Huang Tianyang Wang Haoyi Xiong Jun Huan Dejing Dou UQCV 25 66 0 29 Jul 2021
MCDAL: Maximum Classifier Discrepancy for Active Learning Jae-Won Cho Dong-Jin Kim Yunjae Jung In So Kweon 16 46 0 23 Jul 2021
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation Hao Zheng Jun Han Hongxiao Wang Lin Yang Zhuo Zhao Chaoli Wang Danny Chen 13 23 0 10 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
Unsupervised Detection of Cancerous Regions in Histology Imagery using Image-to-Image Translation Dejan Štepec D. Skočaj MedIm 35 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 46 21 0 25 Apr 2021
All you need are a few pixels: semantic segmentation with PixelPick Gyungin Shin Weidi Xie Samuel Albanie VLM 24 42 0 13 Apr 2021
NFCNN: Toward a Noise Fusion Convolutional Neural Network for Image Denoising Maoyuan Xu Xiaoping Xie 21 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 21 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
Unlabeled Data Guided Semi-supervised Histopathology Image Segmentation Hongxiao Wang Hao Zheng Jianxu Chen Lin Yang Yizhe Zhang Danny Chen MedIm 28 4 0 17 Dec 2020
Semi-supervised Active Learning for Instance Segmentation via Scoring Predictions Jun Wang Shaoguo Wen Kaixing Chen Jianghua Yu Xiaoxia Zhou Peng Gao Changsheng Li Guotong Xie ISeg 16 18 0 09 Dec 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 24 161 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 33 19 0 07 Jul 2020
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling Chengliang Dai Shuo Wang Yuanhan Mo Kaichen Zhou Elsa D. Angelini Yike Guo Wenjia Bai MedIm 22 33 0 26 Jun 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 26 16 0 07 Jun 2020