An Active Learning Approach for Reducing Annotation Cost in Skin Lesion
Analysis

An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis

5 September 2019

Hao Chen

Pheng-Ann Heng

Papers citing "An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis"

16 / 16 papers shown

Title
Automated Measurement of Eczema Severity with Self-Supervised Learning Neelesh Kumar Oya Aran 19 0 0 21 Apr 2025
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network Delin An Pengfei Gu Milan Sonka Chaoli Wang D. Z. Chen 74 1 0 21 Nov 2024
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
Visual In-Context Learning for Few-Shot Eczema Segmentation Monitirtha Dey S. K. Bhandari Venugopal Vasudevan 14 1 0 28 Sep 2023
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation YiXuan Wu B. Zheng Jintai Chen D. Z. Chen Jian Wu 13 1 0 24 Sep 2023
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification Zhongzheng Huang Jiawei Wu Tao Wang Zuoyong Li Anastasia Ioannou OOD 31 5 0 29 Jul 2023
Active Learning for Imbalanced Civil Infrastructure Data Thomas Frick Diego Antognini Mattia Rigotti I. Giurgiu Benjamin Grewe C. Malossi AI4CE 29 2 0 19 Oct 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
Self-supervised Assisted Active Learning for Skin Lesion Segmentation Ziyuan Zhao Wenjing Lu Zeng Zeng Kaixin Xu B. Veeravalli Cuntai Guan 21 8 0 14 May 2022
Task-Aware Active Learning for Endoscopic Image Analysis S. Thapa Pranav Poudel Binod Bhattarai Danail Stoyanov 6 3 0 07 Apr 2022
A Survey on Active Deep Learning: From Model-driven to Data-driven Peng Liu Lizhe Wang Guojin He Lei Zhao 11 13 0 25 Jan 2021
Skin disease diagnosis with deep learning: a review Hongfeng Li Yini Pan Jie Zhao Li Zhang 12 100 0 11 Nov 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 6 33 0 26 Jun 2020
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model Quande Liu Lequan Yu Luyang Luo Qi Dou Pheng Ann Heng 17 220 0 15 May 2020
LRTD: Long-Range Temporal Dependency based Active Learning for Surgical Workflow Recognition Xueying Shi Yueming Jin Qi Dou Pheng-Ann Heng 6 19 0 21 Apr 2020
Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification Wei-wei Zhu Haofu Liao Wenbin Li Weijian Li Jiebo Luo 24 17 0 21 Apr 2020