CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation

23 October 2018

Papers citing "CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation"

50 / 54 papers shown

Title
Bayesian Active Learning for Semantic Segmentation Sima Didari Wenjun Hu Jae Oh Woo Heng Hao Hankyu Moon Seungjai Min 44 0 0 03 Aug 2024
Leveraging image captions for selective whole slide image annotation Jingna Qiu Marc Aubreville Frauke Wilm Mathias Öttl Jonas Utz M. Schlereth Katharina Breininger 21 0 0 08 Jul 2024
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images Lianlei Shan Weiqiang Wang Ke Lv Bin Luo VLM 23 0 0 28 May 2024
Modular Deep Active Learning Framework for Image Annotation: A Technical Report for the Ophthalmo-AI Project Md Abdul Kadir Hasan Md Tusfiqur Alam Pascale Maul H. Profitlich Moritz Wolf Daniel Sonntag VLM MedIm 29 0 0 22 Mar 2024
Active Label Correction for Semantic Segmentation with Foundation Models Hoyoung Kim S. Hwang Suha Kwak Jungseul Ok VLM 32 1 0 16 Mar 2024
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation Kim-Celine Kahl Carsten T. Lüth M. Zenk Klaus Maier-Hein Paul F. Jaeger UQCV 22 16 0 16 Jan 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
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 2023
Active Learning for Semantic Segmentation with Multi-class Label Query S. Hwang Sohyun Lee Hoyoung Kim Minhyeon Oh Jungseul Ok Suha Kwak VLM 25 7 0 17 Sep 2023
Maturity-Aware Active Learning for Semantic Segmentation with Hierarchically-Adaptive Sample Assessment Amirsaeed Yazdani Xuelu Li V. Monga EDL 23 0 0 28 Aug 2023
EdgeAL: An Edge Estimation Based Active Learning Approach for OCT Segmentation Md Abdul Kadir Hasan Md Tusfiqur Alam Daniel Sonntag 16 9 0 20 Jul 2023
Adaptive Region Selection for Active Learning in Whole Slide Image Semantic Segmentation Jingna Qiu Frauke Wilm Mathias Öttl M. Schlereth Chang Liu T. Heimann Marc Aubreville Katharina Breininger 10 2 0 14 Jul 2023
Adaptive Superpixel for Active Learning in Semantic Segmentation Ho-Joong Kim Minhyeon Oh S. Hwang Suha Kwak Jungseul Ok 21 12 0 29 Mar 2023
Best Practices in Active Learning for Semantic Segmentation Sudhanshu Mittal J. Niemeijer Jörg P. Schäfer Thomas Brox VLM 19 14 0 08 Feb 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
Deep Active Learning for Computer Vision: Past and Future Rinyoichi Takezoe Xu Liu Shunan Mao Marco Tianyu Chen Zhanpeng Feng Shiliang Zhang Xiaoyu Wang VLM 22 19 0 27 Nov 2022
LiDAL: Inter-frame Uncertainty Based Active Learning for 3D LiDAR Semantic Segmentation Zeyu Hu Xuyang Bai Runze Zhang Xin Wang Guangyuan Sun Hongbo Fu Chiew-Lan Tai 15 21 0 11 Nov 2022
From colouring-in to pointillism: revisiting semantic segmentation supervision Rodrigo Benenson V. Ferrari VLM 13 17 0 25 Oct 2022
Labeling Where Adapting Fails: Cross-Domain Semantic Segmentation with Point Supervision via Active Selection Fei Pan François Rameau Junsik Kim In So Kweon 30 2 0 01 Jun 2022
Uncertainty Quantification and Resource-Demanding Computer Vision Applications of Deep Learning Julian Burghoff Robin Shing Moon Chan Hanno Gottschalk Annika Muetze Tobias Riedlinger Matthias Rottmann Marius Schubert BDL 13 0 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 16 12 0 26 May 2022
Can I see an Example? Active Learning the Long Tail of Attributes and Relations Tyler L. Hayes Maximilian Nickel Christopher Kanan Ludovic Denoyer Arthur Szlam VLM 20 3 0 11 Mar 2022
Optical Flow Training under Limited Label Budget via Active Learning Shuai Yuan Xian Sun Hannah Kim Shuzhi Yu Carlo Tomasi 13 10 0 09 Mar 2022
Active Learning for Point Cloud Semantic Segmentation via Spatial-Structural Diversity Reasoning Feifei Shao Yawei Luo Ping Liu Jie Chen Yezhou Yang Yulei Lu Junhao Xiao 3DPC 19 31 0 25 Feb 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
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 37 9 0 14 Feb 2022
Embodied Learning for Lifelong Visual Perception David Nilsson Aleksis Pirinen Erik Gartner C. Sminchisescu LM&Ro 28 3 0 28 Dec 2021
Rethinking the Data Annotation Process for Multi-view 3D Pose Estimation with Active Learning and Self-Training Qi Feng Kun He He Wen Cem Keskin Yuting Ye 3DH 24 8 0 27 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 27 13 0 11 Dec 2021
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images S. Desai Debasmita Ghose 27 29 0 15 Oct 2021
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Lukas Hoyer Dengxin Dai Qin Wang Yuhua Chen Luc Van Gool MDE 17 38 0 28 Aug 2021
MEAL: Manifold Embedding-based Active Learning Deepthi Sreenivasaiah Johannes Otterbach Thomas Wollmann 17 7 0 22 Jun 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 11 58 0 29 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
Just Label What You Need: Fine-Grained Active Selection for Perception and Prediction through Partially Labeled Scenes Sean Segal Nishanth Kumar Sergio Casas Wenyuan Zeng Mengye Ren Jingkang Wang R. Urtasun 11 5 0 08 Apr 2021
Label-Efficient Point Cloud Semantic Segmentation: An Active Learning Approach Xian Shi Xun Xu Ke Chen Lile Cai Chuan-Sheng Foo K. Jia 3DPC 17 32 0 18 Jan 2021
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth Estimation Lukas Hoyer Dengxin Dai Yuhua Chen Adrian Köring Suman Saha Luc Van Gool 3DPC SSL MDE 20 103 0 19 Dec 2020
A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving Di Feng Ali Harakeh Steven Waslander Klaus C. J. Dietmayer AAML UQCV EDL 15 221 0 20 Nov 2020
DEAL: Difficulty-aware Active Learning for Semantic Segmentation Shuai Xie Zunlei Feng Ying Chen Songtao Sun Chao Ma Mingli Song VLM 112 50 0 17 Oct 2020
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps Pascal Colling L. Roese-Koerner Hanno Gottschalk Matthias Rottmann 14 26 0 05 Oct 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 8 159 0 13 Aug 2020
Importance of Self-Consistency in Active Learning for Semantic Segmentation S. Golestaneh Kris M. Kitani SSL 12 36 0 04 Aug 2020
On uncertainty estimation in active learning for image segmentation Bo Li T. S. Alstrøm UQCV 12 14 0 13 Jul 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
Are We Hungry for 3D LiDAR Data for Semantic Segmentation? A Survey and Experimental Study Biao Gao Yancheng Pan Chengkun Li Sibo Geng Huijing Zhao 3DPC 19 25 0 08 Jun 2020
Reinforced active learning for image segmentation Arantxa Casanova Pedro H. O. Pinheiro Negar Rostamzadeh C. Pal 6 107 0 16 Feb 2020
Structured Consistency Loss for semi-supervised semantic segmentation Jongmok Kim JooYoung Jang Hyunwoo Park SeongAh Jeong 9 65 0 14 Jan 2020
Parting with Illusions about Deep Active Learning Sudhanshu Mittal Maxim Tatarchenko Özgün Çiçek Thomas Brox VLM 11 59 0 11 Dec 2019
ViewAL: Active Learning with Viewpoint Entropy for Semantic Segmentation Yawar Siddiqui Julien P. C. Valentin Matthias Nießner 19 156 0 26 Nov 2019
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation Matt Angus Krzysztof Czarnecki Rick Salay 11 17 0 07 Nov 2019