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Active Learning for Semantic Segmentation with Multi-class Label Query

17 September 2023

Jungseul Ok

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Papers citing "Active Learning for Semantic Segmentation with Multi-class Label Query"

45 / 45 papers shown

Title
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation Dahyun Kang Piotr Koniusz Minsu Cho Naila Murray VLM ViT 61 26 0 07 Jul 2023
Adaptive Superpixel for Active Learning in Semantic Segmentation Ho-Joong Kim Minhyeon Oh S. Hwang Suha Kwak Jungseul Ok 54 13 0 29 Mar 2023
Learning to Detect Semantic Boundaries with Image-level Class Labels Nam-Won Kim S. Hwang Suha Kwak 55 3 0 15 Dec 2022
SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning Haobo Wang Mingxuan Xia Yixuan Li Yuren Mao Lei Feng Gang Chen Jiaqi Zhao 97 40 0 21 Sep 2022
Combating Label Distribution Shift for Active Domain Adaptation S. Hwang Sohyun Lee Sungyeon Kim Jungseul Ok Suha Kwak 68 20 0 13 Aug 2022
Self-Supervised Learning of Object Parts for Semantic Segmentation A. Ziegler Yuki M. Asano SSL OCL 94 103 0 27 Apr 2022
Semi-supervised Semantic Segmentation with Error Localization Network Donghyeon Kwon Suha Kwak 65 93 0 05 Apr 2022
Unsupervised Semantic Segmentation by Distilling Feature Correspondences Mark Hamilton Zhoutong Zhang Bharath Hariharan Noah Snavely William T. Freeman 57 243 0 16 Mar 2022
D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation Tsung-Han Wu Yi-Syuan Liou Shaojie Yuan Hsin-Ying Lee Tung-I Chen Kuan-Chih Huang Winston H. Hsu 77 9 0 14 Feb 2022
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 83 92 0 25 Nov 2021
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation Ruifei He Jihan Yang Xiaojuan Qi 84 120 0 23 Jul 2021
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency Xin Lai Zhuotao Tian Li Jiang Shu Liu Hengshuang Zhao Liwei Wang Jiaya Jia 101 213 0 27 Jun 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 171 210 0 27 Apr 2021
All you need are a few pixels: semantic segmentation with PixelPick Gyungin Shin Weidi Xie Samuel Albanie VLM 60 42 0 13 Apr 2021
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Daiqing Li Junlin Yang Karsten Kreis Antonio Torralba Sanja Fidler GAN MedIm 108 187 0 12 Apr 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 83 196 0 30 Mar 2021
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation Rihuan Ke Angelica Aviles-Rivero Saurabh Pandey Saikumar Reddy Carola-Bibiane Schönlieb 77 51 0 01 Dec 2020
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps Pascal Colling L. Roese-Koerner Hanno Gottschalk Matthias Rottmann 51 26 0 05 Oct 2020
Causal Intervention for Weakly-Supervised Semantic Segmentation Dong Zhang Hanwang Zhang Jinhui Tang Xiansheng Hua Qianru Sun CML ISeg 105 454 0 26 Sep 2020
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning Zhanghan Ke Di Qiu Kaican Li Qiong Yan Rynson W. H. Lau 60 252 0 12 Aug 2020
Importance of Self-Consistency in Active Learning for Semantic Segmentation S. Golestaneh Kris Kitani SSL 43 36 0 04 Aug 2020
Provably Consistent Partial-Label Learning Lei Feng Jiaqi Lv Bo Han Miao Xu Gang Niu Xin Geng Bo An Masashi Sugiyama 64 150 0 17 Jul 2020
Mining Cross-Image Semantics for Weakly Supervised Semantic Segmentation Guolei Sun Wenguan Wang Jifeng Dai Luc Van Gool 256 313 0 03 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 53 33 0 26 Jun 2020
Structured Prediction with Partial Labelling through the Infimum Loss Vivien A. Cabannes Alessandro Rudi Francis R. Bach 130 41 0 02 Mar 2020
Progressive Identification of True Labels for Partial-Label Learning Jiaqi Lv Miao Xu Lei Feng Gang Niu Xin Geng Masashi Sugiyama 65 185 0 19 Feb 2020
Reinforced active learning for image segmentation Arantxa Casanova Pedro H. O. Pinheiro Negar Rostamzadeh C. Pal 50 108 0 16 Feb 2020
ViewAL: Active Learning with Viewpoint Entropy for Semantic Segmentation Yawar Siddiqui Julien P. C. Valentin Matthias Nießner 61 159 0 26 Nov 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 78 377 0 15 Aug 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 88 777 0 09 Jun 2019
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Jiwoon Ahn Sunghyun Cho Suha Kwak ISeg SSeg 170 545 0 10 Apr 2019
Variational Adversarial Active Learning Samarth Sinha Sayna Ebrahimi Trevor Darrell GAN DRL VLM SSL 133 579 0 31 Mar 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 83 422 0 27 Feb 2019
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 293 1,421 0 04 Dec 2018
Universal Semi-Supervised Semantic Segmentation Tarun Kalluri G. Varma Manmohan Chandraker C. V. Jawahar 72 96 0 26 Nov 2018
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation Radek Mackowiak Philip Lenz Omair Ghori Ferran Diego O. Lange Carsten Rother 79 108 0 23 Oct 2018
Active Learning for Deep Object Detection C. Brust Christoph Käding Joachim Denzler VLM ObjD 50 118 0 26 Sep 2018
Weakly-Supervised Semantic Segmentation by Iteratively Mining Common Object Features Xiang Wang Shaodi You Xi Li Huimin Ma 69 303 0 12 Jun 2018
Learning Pixel-level Semantic Affinity with Image-level Supervision for Weakly Supervised Semantic Segmentation Jiwoon Ahn Suha Kwak 287 747 0 28 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 480 13,178 0 07 Feb 2018
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation Ling Yang Yizhe Zhang Jianxu Chen Siyuan Zhang Danny Chen MedIm 73 505 0 15 Jun 2017
Cost-Effective Active Learning for Deep Image Classification Keze Wang Dongyu Zhang Ya Li Ruimao Zhang Liang Lin VLM 96 679 0 13 Jan 2017
Superpixels: An Evaluation of the State-of-the-Art David Stutz Alexander Hermans Bastian Leibe SupR 142 471 0 06 Dec 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,644 0 06 Apr 2016
SEEDS: Superpixels Extracted via Energy-Driven Sampling M. Bergh Xavier Boix Gemma Roig Luc Van Gool 74 680 0 16 Sep 2013