Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network

14 June 2018

Dwarikanath Mahapatra

Jean-Philippe Thiran

Papers citing "Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network"

50 / 97 papers shown

Title
Active Learning for Multi-class Image Classification Thien Nhan Vo 19 0 0 11 May 2025
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets H. Kniesel Pedro Hermosilla Timo Ropinski 60 0 0 12 Mar 2025
Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based Approach Chen-Chen Zong Sheng-Jun Huang EDL 90 0 0 27 Feb 2025
Label Critic: Design Data Before Models P. R. Bassi Qilong Wu Wenxuan Li S. Decherchi Andrea Cavalli Alan L. Yuille Zongwei Zhou 46 0 0 05 Nov 2024
The Quest for Early Detection of Retinal Disease: 3D CycleGAN-based Translation of Optical Coherence Tomography into Confocal Microscopy Xin Tian Nantheera Anantrasirichai Lindsay B. Nicholson A. Achim 27 1 0 07 Aug 2024
Generative Active Learning for Long-tailed Instance Segmentation Muzhi Zhu Chengxiang Fan Hao Chen Y. Liu Weian Mao Xiaogang Xu Chunhua Shen 42 5 0 04 Jun 2024
Quality Sentinel: Estimating Label Quality and Errors in Medical Segmentation Datasets Yixiong Chen Zongwei Zhou Alan L. Yuille 32 1 0 01 Jun 2024
Active Generation Network of Human Skeleton for Action Recognition Longzhao Liu Xin Wang Fangming Li Jiayu Chen GAN 40 1 0 30 Jan 2024
Reinforcement-based Display-size Selection for Frugal Satellite Image Change Detection H. Sahbi 13 0 0 28 Dec 2023
A Self Supervised StyleGAN for Image Annotation and Classification with Extremely Limited Labels Dana Cohen Hochberg H. Greenspan Raja Giryes 27 11 0 26 Dec 2023
Semantic Image Synthesis for Abdominal CT Zhuang Yan Benjamin Hou T. Mathai Pritam Mukherjee Boah Kim Ronald M. Summers DiffM MedIm 22 10 0 11 Dec 2023
A dynamic interactive learning framework for automated 3D medical image segmentation Mu Tian Xiaohui Chen Yi Gao 8 0 0 11 Dec 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 44 22 0 22 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 34 12 0 10 Oct 2023
Frugal Satellite Image Change Detection with Deep-Net Inversion H. Sahbi Sebastien Deschamps 26 0 0 26 Sep 2023
OpenAL: An Efficient Deep Active Learning Framework for Open-Set Pathology Image Classification Linhao Qu Yingfan Ma Zhiwei Yang Manning Wang Zhijian Song VLM LM&MA 33 8 0 11 Jul 2023
Active Vision Reinforcement Learning under Limited Visual Observability Jinghuan Shang Michael S. Ryoo 32 0 0 01 Jun 2023
AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks Chongyu Qu Tiezheng Zhang Hualin Qiao Jie Liu Yucheng Tang Alan Yuille Zongwei Zhou 34 37 0 16 May 2023
Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm Yichen Xie Han Lu Junchi Yan Xiaokang Yang M. Tomizuka Wei Zhan 33 30 0 25 Mar 2023
Active Learning in Brain Tumor Segmentation with Uncertainty Sampling, Annotation Redundancy Restriction, and Data Initialization Daniel D. Kim Rajat S. Chandra Jianbiao Peng Jing Wu Xue Feng ... Li Yang A. Kazerooni A. Nabavizadeh Harrison X. Bai Zhicheng Jiao 13 5 0 05 Feb 2023
This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation Dimitrios E. Diamantis Panagiota Gatoula Anastasios Koulaouzidis D. Iakovidis MedIm 33 5 0 04 Feb 2023
Active learning for medical image segmentation with stochastic batches Mélanie Gaillochet Christian Desrosiers H. Lombaert UQCV 25 20 0 18 Jan 2023
Deep Active Learning Using Barlow Twins J. Mandivarapu Blake Camp Rolando Estrada SSL 14 0 0 30 Dec 2022
Adversarial Virtual Exemplar Learning for Label-Frugal Satellite Image Change Detection H. Sahbi Sebastien Deschamps 13 0 0 28 Dec 2022
Temporal Output Discrepancy for Loss Estimation-based Active Learning Siyu Huang Tianyang Wang Haoyi Xiong B. Wen Jun Huan Dejing Dou UQCV 12 6 0 20 Dec 2022
Which Pixel to Annotate: a Label-Efficient Nuclei Segmentation Framework Wei Lou Haofeng Li Guanbin Li Xiaoguang Han Xiang Wan 11 25 0 20 Dec 2022
Frugal Reinforcement-based Active Learning Sebastien Deschamps H. Sahbi 11 0 0 09 Dec 2022
MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection Dong Liang Jingwei Zhang Ying-Peng Tang Sheng-Jun Huang 9 17 0 06 Dec 2022
Cyclic Generative Adversarial Networks With Congruent Image-Report Generation For Explainable Medical Image Analysis Dwarikanath Mahapatra GAN MedIm 10 0 0 16 Nov 2022
Geometric Active Learning for Segmentation of Large 3D Volumes Thomas Lang T. Sauer 17 1 0 13 Oct 2022
Ensemble uncertainty as a criterion for dataset expansion in distinct bone segmentation from upper-body CT images Eva Schnider Antal Huck M. Toranelli G. Rauter A. Zam M. Müller-Gerbl Philippe C. Cattin 25 1 0 19 Aug 2022
Improved Super Resolution of MR Images Using CNNs and Vision Transformers Dwarikanath Mahapatra SupR ViT MedIm 19 5 0 24 Jul 2022
Unsupervised Domain Adaptation Using Feature Disentanglement And GCNs For Medical Image Classification Dwarikanath Mahapatra OOD 19 13 0 27 Jun 2022
Deep reinforced active learning for multi-class image classification E. Slade K. Branson VLM 11 6 0 20 Jun 2022
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN R. V. Bergen Jean-Francois Rajotte F. Yousefirizi Arman Rahmim R. Ng MedIm 25 1 0 13 Jun 2022
GAN-based Medical Image Small Region Forgery Detection via a Two-Stage Cascade Framework Jianyi Zhang Xuanxi Huang Yaqi Liu Yuyang Han Zixiao Xiang GAN MedIm 25 8 0 30 May 2022
Deep Active Learning with Noise Stability Xingjian Li Pengkun Yang Mingkun Xu Xueying Zhan Tianyang Wang Dejing Dou Chengzhong Xu UQCV 24 12 0 26 May 2022
Factors that influence the adoption of human-AI collaboration in clinical decision-making Patrick Hemmer Max Schemmer Lara Riefle Nico Rosellen Michael Vossing Niklas Kühl 26 11 0 19 Apr 2022
Task-Aware Active Learning for Endoscopic Image Analysis S. Thapa Pranav Poudel Binod Bhattarai Danail Stoyanov 6 3 0 07 Apr 2022
Interpretable Saliency Maps And Self-Supervised Learning For Generalized Zero Shot Medical Image Classification Dwarikanath Mahapatra MedIm 12 2 0 04 Apr 2022
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications Jovze M. Rovzanec I. Novalija Patrik Zajec K. Kenda Hooman Tavakoli ... G. Sofianidis Spyros Theodoropoulos Blavz Fortuna Dunja Mladenić John Soldatos 3DV AI4CE 30 119 0 21 Mar 2022
Towards Robust Deep Active Learning for Scientific Computing Simiao Ren Yang Deng Willie J. Padilla Jordan M. Malof OOD 9 0 0 29 Jan 2022
Towards General and Efficient Active Learning Yichen Xie M. Tomizuka Wei Zhan VLM 30 10 0 15 Dec 2021
CPRAL: Collaborative Panoptic-Regional Active Learning for Semantic Segmentation Yu Qiao Jincheng Zhu Chengjiang Long Zeyao Zhang Yuxin Wang Z. Du Xin Yang 35 13 0 11 Dec 2021
Boosting Active Learning via Improving Test Performance Tianyang Wang Xingjian Li Pengkun Yang Guosheng Hu Xiangrui Zeng Siyu Huang Chengzhong Xu Min Xu 25 33 0 10 Dec 2021
Multimodal Generalized Zero Shot Learning for Gleason Grading using Self-Supervised Learning Dwarikanath Mahapatra MedIm 19 5 0 15 Nov 2021
Selective Synthetic Augmentation with HistoGAN for Improved Histopathology Image Classification Yuan Xue Jiarong Ye Qianying Zhou L. R. Long Sameer Kiran Antani Z. Xue Carl Cornwell R. Zaino K. Cheng Xiaolei Huang MedIm 177 101 0 10 Nov 2021
3-D PET Image Generation with tumour masks using TGAN R. V. Bergen Jean-Francois Rajotte F. Yousefirizi I. Klyuzhin Arman Rahmim R. Ng MedIm 17 7 0 02 Nov 2021
Utilizing Active Machine Learning for Quality Assurance: A Case Study of Virtual Car Renderings in the Automotive Industry Patrick Hemmer Niklas Kühl Jakob Schöffer 13 4 0 18 Oct 2021
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images S. Desai Debasmita Ghose 29 29 0 15 Oct 2021