A Survey of Deep Active Learning

30 August 2020

Pengzhen Ren

Yun Xiao

Xiaojun Chang

Po-Yao (Bernie) Huang

Papers citing "A Survey of Deep Active Learning"

50 / 120 papers shown

Title
Progressive Volume Distillation with Active Learning for Efficient NeRF Architecture Conversion Shuangkang Fang Yufeng Wang Yezhou Yang Weixin Xu He-Xuan Wang Wenrui Ding Shuchang Zhou 21 7 0 08 Apr 2023
Optimizing the Procedure of CT Segmentation Labeling Yaroslav Zharov T. Baumbach Vincent Heuveline 27 0 0 24 Mar 2023
EdgeTran: Co-designing Transformers for Efficient Inference on Mobile Edge Platforms Shikhar Tuli N. Jha 36 3 0 24 Mar 2023
Streaming Active Learning with Deep Neural Networks Akanksha Saran Safoora Yousefi A. Krishnamurthy John Langford Jordan T. Ash 32 15 0 05 Mar 2023
Dirichlet-based Uncertainty Calibration for Active Domain Adaptation Mixue Xie Shuang Li Rui Zhang Chi Harold Liu UQCV 38 29 0 27 Feb 2023
Correlation Clustering with Active Learning of Pairwise Similarities Linus Aronsson M. Chehreghani 18 4 0 20 Feb 2023
Active learning for data streams: a survey Davide Cacciarelli M. Kulahci 28 40 0 17 Feb 2023
Identifying Adversarially Attackable and Robust Samples Vyas Raina Mark J. F. Gales AAML 25 3 0 30 Jan 2023
Cross-lingual German Biomedical Information Extraction: from Zero-shot to Human-in-the-Loop Siting Liang Mareike Hartmann Daniel Sonntag 16 3 0 24 Jan 2023
Exploring Active 3D Object Detection from a Generalization Perspective Yadan Luo Zhuoxiao Chen Zijian Wang Xin Yu Zi Huang Mahsa Baktash 3DPC 31 26 0 23 Jan 2023
Self-Supervised Learning for Data Scarcity in a Fatigue Damage Prognostic Problem A. Akrim C. Gogu R. Vingerhoeds M. Salaün AI4CE 27 23 0 20 Jan 2023
Scalable Batch Acquisition for Deep Bayesian Active Learning Aleksandr Rubashevskii Daria A. Kotova Maxim Panov BDL 19 3 0 13 Jan 2023
Data-centric AI: Perspectives and Challenges Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Xia Hu 17 67 0 12 Jan 2023
Bayesian posterior approximation with stochastic ensembles Oleksandr Balabanov Bernhard Mehlig H. Linander BDL UQCV 27 5 0 15 Dec 2022
Enhanced prediction accuracy with uncertainty quantification in monitoring CO2 sequestration using convolutional neural networks Yanhua Liu Xitong Zhang I. Tsvankin Youzuo Lin 17 1 0 08 Dec 2022
Dissimilar Nodes Improve Graph Active Learning Zhicheng Ren Yifu Yuan Yuxin Wu Xiaxuan Gao Yewen Wang Yizhou Sun 21 3 0 05 Dec 2022
Deep Active Learning for Multi-Label Classification of Remote Sensing Images Lars Möllenbrok Gencer Sumbul Begum Demir 13 8 0 02 Dec 2022
AL-iGAN: An Active Learning Framework for Tunnel Geological Reconstruction Based on TBM Operational Data Hao Wang Lixue Liu Xueguan Song Chao Zhang Dacheng Tao GAN AI4CE 19 0 0 02 Dec 2022
One Class One Click: Quasi Scene-level Weakly Supervised Point Cloud Semantic Segmentation with Active Learning Puzuo Wang W. Yao Jiejing Shao 33 17 0 23 Nov 2022
Promises and Pitfalls of Threshold-based Auto-labeling Harit Vishwakarma Heguang Lin Frederic Sala Ramya Korlakai Vinayak 26 9 0 22 Nov 2022
Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive Survey Yuecong Xu Haozhi Cao Zhenghua Chen Xiaoli Li Lihua Xie Jianfei Yang 24 14 0 17 Nov 2022
Seeded iterative clustering for histology region identification Eduard Chelebian F. Ciompi C. Wählby 20 2 0 14 Nov 2022
Oracle-guided Contrastive Clustering Mengdie Wang Liyuan Shang Suyun Zhao Yiming Wang Hong Chen Cuiping Li Xizhao Wang 14 0 0 01 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 29 1 0 28 Oct 2022
An Adversarial Active Sampling-based Data Augmentation Framework for Manufacturable Chip Design Mingjie Liu Haoyu Yang Zong-Yi Li K. Sastry S. Mukhopadhyay Selim Dogru Anima Anandkumar D. Pan Brucek Khailany Haoxing Ren 35 3 0 27 Oct 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 30 65 0 18 Oct 2022
TiDAL: Learning Training Dynamics for Active Learning Seong Min Kye Kwanghee Choi Hyeongmin Byun Buru Chang 31 13 0 13 Oct 2022
Efficient Bayesian Updates for Deep Learning via Laplace Approximations Denis Huseljic M. Herde Lukas Rauch Paul Hahn Zhixin Huang D. Kottke S. Vogt Bernhard Sick BDL 16 0 0 12 Oct 2022
Learning functional sections in medical conversations: iterative pseudo-labeling and human-in-the-loop approach Mengqian Wang Ilya Valmianski X. Amatriain Anitha Kannan 26 2 0 06 Oct 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 28 109 0 31 Aug 2022
Active Learning with Effective Scoring Functions for Semi-Supervised Temporal Action Localization Ding Li Xuebing Yang Yongqiang Tang Chenyang Zhang Wensheng Zhang 29 4 0 31 Aug 2022
Good Time to Ask: A Learning Framework for Asking for Help in Embodied Visual Navigation Jenny Zhang Samson Yu Jiafei Duan Cheston Tan 31 4 0 20 Jun 2022
Tyger: Task-Type-Generic Active Learning for Molecular Property Prediction Kuangqi Zhou Kaixin Wang Jiashi Feng Jian Tang Tingyang Xu Xinchao Wang 26 1 0 23 May 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
A Chit-Chats Enhanced Task-Oriented Dialogue Corpora for Fuse-Motive Conversation Systems Changhong Yu Chunhong Zhang Qibo Sun 29 1 0 12 May 2022
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic Barbara Z Cunha C. Droz A. Zine Stéphane Foulard M. Ichchou AI4CE 29 84 0 13 Apr 2022
Discovering and forecasting extreme events via active learning in neural operators Ethan Pickering Stephen Guth George Karniadakis T. Sapsis AI4CE 11 57 0 05 Apr 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 24 105 0 25 Mar 2022
Was that so hard? Estimating human classification difficulty Morten Rieger Hannemose Josefine Vilsbøll Sundgaard N. K. Ternov Rasmus Paulsen Anders Christensen 12 4 0 22 Mar 2022
AI Autonomy : Self-Initiated Open-World Continual Learning and Adaptation Bing-Quan Liu Sahisnu Mazumder Eric Robertson Scott Grigsby CLL AI4CE 30 21 0 17 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 21 19 0 15 Mar 2022
Informative Path Planning for Active Learning in Aerial Semantic Mapping Julius Ruckin Liren Jin Federico Magistri C. Stachniss Marija Popović 27 11 0 03 Mar 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
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 24 91 0 11 Feb 2022
Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning J. Ahn Yeeun Ma Seoyun Park Cheolwoo You FedML 37 22 0 01 Feb 2022
Partition-Based Active Learning for Graph Neural Networks Jiaqi Ma Ziqiao Ma Joyce Chai Qiaozhu Mei 24 15 0 23 Jan 2022
Towards General and Efficient Active Learning Yichen Xie M. Tomizuka Wei Zhan VLM 35 10 0 15 Dec 2021
CoNeRF: Controllable Neural Radiance Fields Kacper Kania K. M. Yi Marek Kowalski Tomasz Trzciñski Andrea Tagliasacchi AI4CE 22 77 0 03 Dec 2021
SEAL: Self-supervised Embodied Active Learning using Exploration and 3D Consistency Devendra Singh Chaplot Murtaza Dalal Saurabh Gupta Jitendra Malik Ruslan Salakhutdinov 27 74 0 02 Dec 2021
ILabel: Interactive Neural Scene Labelling Shuaifeng Zhi Edgar Sucar A. Mouton I. Haughton Tristan Laidlow Andrew J. Davison 3DV 13 34 0 29 Nov 2021