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 / 141 papers shown

Title
Topology-Aware Uncertainty for Image Segmentation Saumya Gupta Yikai Zhang Xiaoling Hu Prateek Prasanna Chao Chen 30 27 0 09 Jun 2023
Training-Free Neural Active Learning with Initialization-Robustness Guarantees Apivich Hemachandra Zhongxiang Dai Jasraj Singh See-Kiong Ng K. H. Low AAML 36 6 0 07 Jun 2023
Repeated Random Sampling for Minimizing the Time-to-Accuracy of Learning Patrik Okanovic R. Waleffe Vasilis Mageirakos Konstantinos E. Nikolakakis Amin Karbasi Dionysis Kalogerias Nezihe Merve Gürel Theodoros Rekatsinas DD 55 12 0 28 May 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture Bingsheng Yao Ishan Jindal Lucian Popa Yannis Katsis Sayan Ghosh ... Yuxuan Lu Shashank Srivastava Yunyao Li James A. Hendler Dakuo Wang 34 11 0 22 May 2023
Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review Shanliang Yao Runwei Guan Xiaoyu Huang Zhuoxiao Li Xiangyu Sha ... Eng Gee Lim H. Seo Ka Lok Man Xiaohui Zhu Yutao Yue 43 91 0 20 Apr 2023
Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks Lorenz Linhardt Klaus-Robert Muller G. Montavon AAML 31 7 0 12 Apr 2023
Deep Active Alignment of Knowledge Graph Entities and Schemata Jiacheng Huang Zequn Sun Qijin Chen Xiaozhou Xu Weijun Ren Wei Hu 32 11 0 10 Apr 2023
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 39 7 0 08 Apr 2023
Optimizing the Procedure of CT Segmentation Labeling Yaroslav Zharov T. Baumbach Vincent Heuveline 35 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 42 15 0 05 Mar 2023
Dirichlet-based Uncertainty Calibration for Active Domain Adaptation Mixue Xie Shuang Li Rui Zhang Chi Harold Liu UQCV 41 29 0 27 Feb 2023
Finding Support Examples for In-Context Learning Xiaonan Li Xipeng Qiu 29 89 0 27 Feb 2023
Correlation Clustering with Active Learning of Pairwise Similarities Linus Aronsson M. Chehreghani 26 4 0 20 Feb 2023
Active learning for data streams: a survey Davide Cacciarelli M. Kulahci 30 40 0 17 Feb 2023
Identifying Adversarially Attackable and Robust Samples Vyas Raina Mark Gales AAML 38 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 23 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 37 27 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 35 23 0 20 Jan 2023
Scalable Batch Acquisition for Deep Bayesian Active Learning Aleksandr Rubashevskii Daria A. Kotova Maxim Panov BDL 27 3 0 13 Jan 2023
Data-centric AI: Perspectives and Challenges Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Xia Hu 25 68 0 12 Jan 2023
Bayesian posterior approximation with stochastic ensembles Oleksandr Balabanov Bernhard Mehlig Hampus Linander BDL UQCV 29 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
Learn to Explore: on Bootstrapping Interactive Data Exploration with Meta-learning Yukun Cao Xike Xie Kexin Huang 34 4 0 07 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 Begüm 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 24 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 34 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 26 14 0 17 Nov 2022
Artificial intelligence approaches for materials-by-design of energetic materials: state-of-the-art, challenges, and future directions Joseph B. Choi Phong C. H. Nguyen O. Sen H. Udaykumar Stephen Seung-Yeob Baek PINN AI4CE 29 11 0 15 Nov 2022
Seeded iterative clustering for histology region identification Eduard Chelebian F. Ciompi C. Wählby 20 2 0 14 Nov 2022
Active Learning with Tabular Language Models Martin Ringsquandl A. Koleva LMTD 24 0 0 08 Nov 2022
Oracle-guided Contrastive Clustering Mengdie Wang Liyuan Shang Suyun Zhao Yiming Wang Hong Chen Cuiping Li Xizhao Wang 21 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 32 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 David Z. Pan Brucek Khailany Haoxing Ren 46 3 0 27 Oct 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 35 65 0 18 Oct 2022
Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning Dongmin Park Yooju Shin Jihwan Bang Youngjune Lee Hwanjun Song Jae-Gil Lee 62 25 0 13 Oct 2022
TiDAL: Learning Training Dynamics for Active Learning Seong Min Kye Kwanghee Choi Hyeongmin Byun Buru Chang 34 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 21 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 34 2 0 06 Oct 2022
Graph-Based Active Machine Learning Method for Diverse and Novel Antimicrobial Peptides Generation and Selection Bonaventure F. P. Dossou Dianbo Liu X. Ji Moksh Jain A. V. D. Sloot Roger Palou M. Tyers Yoshua Bengio 14 1 0 18 Sep 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 33 109 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 33 4 0 31 Aug 2022
Bucketized Active Sampling for Learning ACOPF Michael Klamkin Mathieu Tanneau Terrence W.K. Mak Pascal Van Hentenryck 21 2 0 16 Aug 2022
Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarios Xueying Zhan Zeyu Dai Qingzhong Wang Qing Li Haoyi Xiong Dejing Dou Antoni B. Chan OODD 11 3 0 04 Jul 2022
Good Time to Ask: A Learning Framework for Asking for Help in Embodied Visual Navigation Jenny Zhang Samson Yu Jiafei Duan Cheston Tan 41 4 0 20 Jun 2022
Automatic Bounding Box Annotation with Small Training Data Sets for Industrial Manufacturing Manuela Geiß R. Wagner Martin Baresch Josef Steiner Michaela Zwick ObjD 19 7 0 01 Jun 2022
Tyger: Task-Type-Generic Active Learning for Molecular Property Prediction Kuangqi Zhou Kaixin Wang Jiashi Feng Jian Tang Tingyang Xu Xinchao Wang 29 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 33 8 0 14 May 2022