Learning Loss for Active Learning

9 May 2019

In So Kweon

Papers citing "Learning Loss for Active Learning"

50 / 305 papers shown

Title
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
IDD-3D: Indian Driving Dataset for 3D Unstructured Road Scenes Shubham Dokania A. H. A. Hafez A. Subramanian Manmohan Chandraker C. V. Jawahar 3DPC 21 11 0 23 Oct 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 33 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 24 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
VL4Pose: Active Learning Through Out-Of-Distribution Detection For Pose Estimation Megh Shukla Roshan Roy Pankaj Singh Shuaib Ahmed Alexandre Alahi 33 12 0 12 Oct 2022
Deep Active Ensemble Sampling For Image Classification S. Mohamadi Gianfranco Doretto Donald Adjeroh UQCV 18 9 0 11 Oct 2022
The Unreasonable Effectiveness of Fully-Connected Layers for Low-Data Regimes Peter Kocsis Peter Súkeník Guillem Brasó Matthias Nießner Laura Leal-Taixé Ismail Elezi 8 7 0 11 Oct 2022
Few-Shot Continual Active Learning by a Robot Ali Ayub C. Fendley CLL 40 29 0 09 Oct 2022
Optimizing Data Collection for Machine Learning Rafid Mahmood James Lucas J. Álvarez Sanja Fidler M. Law 93 26 0 03 Oct 2022
MLink: Linking Black-Box Models from Multiple Domains for Collaborative Inference Mu Yuan Lan Zhang Zimu Zheng Yi-Nan Zhang Xiang-Yang Li 25 2 0 28 Sep 2022
Active Learning with Effective Scoring Functions for Semi-Supervised Temporal Action Localization Ding Li Xuebing Yang Yongqiang Tang Chenyang Zhang Wensheng Zhang 31 4 0 31 Aug 2022
Towards an Error-free Deep Occupancy Detector for Smart Camera Parking System Tung-Lam Duong Van-Duc Le Tien-Cuong Bui H. To 11 3 0 17 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 19 5 0 01 Aug 2022
Image Quality Assessment: Integrating Model-Centric and Data-Centric Approaches Peibei Cao Dingquan Li Kede Ma 19 6 0 29 Jul 2022
ALBench: A Framework for Evaluating Active Learning in Object Detection Zhanpeng Feng Shiliang Zhang Rinyoichi Takezoe Wenze Hu Manmohan Chandraker Li-Jia Li Vijay Narayanan Xiaoyu Wang VLM 33 6 0 27 Jul 2022
Exploiting Diversity of Unlabeled Data for Label-Efficient Semi-Supervised Active Learning F. Buchert Nassir Navab Seong Tae Kim 30 6 0 25 Jul 2022
Active Learning Strategies for Weakly-supervised Object Detection Huy V. Vo Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Jean Ponce 41 19 0 25 Jul 2022
Instance-Aware Observer Network for Out-of-Distribution Object Segmentation Victor Besnier Andrei Bursuc David Picard Alexandre Briot 39 1 0 18 Jul 2022
PseudoClick: Interactive Image Segmentation with Click Imitation Qin Liu Meng Zheng Benjamin Planche Srikrishna Karanam Terrence Chen Marc Niethammer Ziyan Wu VLM 43 57 0 12 Jul 2022
ST-CoNAL: Consistency-Based Acquisition Criterion Using Temporal Self-Ensemble for Active Learning J. Baik In Young Yoon J. Choi 19 0 0 05 Jul 2022
How Much More Data Do I Need? Estimating Requirements for Downstream Tasks Rafid Mahmood James Lucas David Acuna Daiqing Li Jonah Philion Jose M. Alvarez Zhiding Yu Sanja Fidler M. Law 19 27 0 04 Jul 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
Training Patch Analysis and Mining Skills for Image Restoration Deep Neural Networks Jae Woong Soh N. Cho 4 0 0 03 Jul 2022
"Diversity and Uncertainty in Moderation" are the Key to Data Selection for Multilingual Few-shot Transfer Shanu Kumar Sandipan Dandapat Monojit Choudhury 23 6 0 30 Jun 2022
Making Look-Ahead Active Learning Strategies Feasible with Neural Tangent Kernels Mohamad Amin Mohamadi Wonho Bae Danica J. Sutherland 30 20 0 25 Jun 2022
Efficient Human-in-the-loop System for Guiding DNNs Attention Yi He Xi Yang Chia-Ming Chang Haoran Xie Takeo Igarashi 16 8 0 13 Jun 2022
In Defense of Core-set: A Density-aware Core-set Selection for Active Learning Yeachan Kim Bonggun Shin 24 25 0 10 Jun 2022
Collaborative Intelligence Orchestration: Inconsistency-Based Fusion of Semi-Supervised Learning and Active Learning Jiannan Guo Yangyang Kang Yu Duan Xiaozhong Liu Siliang Tang Wenqiao Zhang Kun Kuang Changlong Sun Fei Wu 35 4 0 07 Jun 2022
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling Chengliang Dai Shuo Wang Yuanhan Mo Elsa D. Angelini Yike Guo Wenjia Bai DiffM MedIm 25 10 0 02 Jun 2022
Deep Active Learning with Noise Stability Xingjian Li Pengkun Yang Mingkun Xu Xueying Zhan Tianyang Wang Dejing Dou Chengzhong Xu UQCV 32 12 0 26 May 2022
Active Learning Through a Covering Lens Ofer Yehuda Avihu Dekel Guy Hacohen D. Weinshall 13 48 0 23 May 2022
Source Domain Subset Sampling for Semi-Supervised Domain Adaptation in Semantic Segmentation Daehan Kim Min-seok Seo Jinsun Park Dong-Geol Choi TTA 40 3 0 30 Apr 2022
Loss-based Sequential Learning for Active Domain Adaptation Kyeongtak Han Youngeun Kim Dongyoon Han Sungeun Hong 27 0 0 25 Apr 2022
Entropy-based Active Learning for Object Detection with Progressive Diversity Constraint Jiaxi Wu Jiaxin Chen Di Huang 18 62 0 17 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
Active Learning by Feature Mixing Amin Parvaneh Ehsan Abbasnejad Damien Teney Reza Haffari Anton Van Den Hengel Javen Qinfeng Shi 35 90 0 14 Mar 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 22 3 0 11 Mar 2022
Learning Distinctive Margin toward Active Domain Adaptation Ming-Kun Xie Yuxi Li Yabiao Wang Zekun Luo Zhenye Gan Zhongyi Sun M. Chi Chengjie Wang Pei Wang 28 31 0 11 Mar 2022
Improving performance of aircraft detection in satellite imagery while limiting the labelling effort: Hybrid active learning Julie Imbert G. Dashyan Alex Goupilleau Tugdual Ceillier M. Corbineau 19 2 0 10 Feb 2022
A Lagrangian Duality Approach to Active Learning Juan Elenter Navid Naderializadeh Alejandro Ribeiro 22 21 0 08 Feb 2022
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets Guy Hacohen Avihu Dekel D. Weinshall 129 116 0 06 Feb 2022
Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning J. Ahn Yeeun Ma Seoyun Park Cheolwoo You FedML 45 22 0 01 Feb 2022
Challenges and Opportunities for Machine Learning Classification of Behavior and Mental State from Images Peter Washington O. Mutlu A. Kline K. Paskov N. Stockham B. Chrisman Nick Deveaux Mourya Surhabi Nick Haber Dennis Paul Wall 18 11 0 26 Jan 2022
PT4AL: Using Self-Supervised Pretext Tasks for Active Learning J. S. K. Yi Min-seok Seo Jongchan Park Dong-Geol Choi SSL VLM 32 41 0 19 Jan 2022
GradTail: Learning Long-Tailed Data Using Gradient-based Sample Weighting Zhao Chen Vincent Casser Henrik Kretzschmar Dragomir Anguelov 31 5 0 16 Jan 2022
DIAL: Deep Interactive and Active Learning for Semantic Segmentation in Remote Sensing Gaston Lenczner Adrien Chan-Hon-Tong Bertrand Le Saux Nicola Luminari G. L. Besnerais 12 35 0 04 Jan 2022
DeepVisualInsight: Time-Travelling Visualization for Spatio-Temporal Causality of Deep Classification Training Xiangli Yang Yun Lin Ruofan Liu Zhenfeng He Chao Wang Jinlong Dong Hong Mei 12 5 0 31 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 32 8 0 27 Dec 2021
Fair Active Learning: Solving the Labeling Problem in Insurance Romuald Elie Caroline Hillairet Franccois Hu Marc Juillard FaML 42 0 0 17 Dec 2021