Learning Loss for Active Learning

9 May 2019

In So Kweon

Papers citing "Learning Loss for Active Learning"

50 / 305 papers shown

Title
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 38 130 0 01 Apr 2021
Active Learning for Deep Object Detection via Probabilistic Modeling Jiwoong Choi Ismail Elezi Hyuk-Jae Lee C. Farabet J. Álvarez 30 121 0 30 Mar 2021
Consistency-based Active Learning for Object Detection Weiping Yu Sijie Zhu Taojiannan Yang Chong Chen ObjD 22 50 0 18 Mar 2021
Learning Novel Objects Continually Through Curiosity Ali Ayub Alan R. Wagner CLL 40 4 0 13 Mar 2021
DEUP: Direct Epistemic Uncertainty Prediction Salem Lahlou Moksh Jain Hadi Nekoei V. Butoi Paul Bertin Jarrid Rector-Brooks Maksym Korablyov Yoshua Bengio PER UQLM UQCV UD 204 81 0 16 Feb 2021
A Simple yet Brisk and Efficient Active Learning Platform for Text Classification Teja Kanchinadam Qian You Keith Westpfahl James Kim S. Gunda Sebastian Seith G. Fung VLM 16 1 0 31 Jan 2021
On Statistical Bias In Active Learning: How and When To Fix It Sebastian Farquhar Y. Gal Tom Rainforth TDI HAI 12 83 0 27 Jan 2021
Continual Learning of Visual Concepts for Robots through Limited Supervision Ali Ayub Alan R. Wagner CLL 8 2 0 26 Jan 2021
A Survey on Active Deep Learning: From Model-driven to Data-driven Peng Liu Lizhe Wang Guojin He Lei Zhao 27 13 0 25 Jan 2021
Diverse Complexity Measures for Dataset Curation in Self-driving Abbas Sadat Sean Segal Sergio Casas James Tu Binh Yang R. Urtasun Ersin Yumer 50 13 0 16 Jan 2021
Active learning for object detection in high-resolution satellite images Alex Goupilleau Tugdual Ceillier M. Corbineau ObjD 17 8 0 07 Jan 2021
Semi-supervised Active Learning for Instance Segmentation via Scoring Predictions Jun Wang Shaoguo Wen Kaixing Chen Jianghua Yu Xiaoxia Zhou Peng Gao Changsheng Li Guotong Xie ISeg 22 18 0 09 Dec 2020
On Initial Pools for Deep Active Learning Akshay L Chandra Sai Vikas Desai Chaitanya Devaguptapu V. Balasubramanian 24 19 0 30 Nov 2020
Deep Active Learning with Augmentation-based Consistency Estimation SeulGi Hong Heonjin Ha Junmo Kim Min-Kook Choi 24 10 0 05 Nov 2020
PAL : Pretext-based Active Learning Shubhang Bhatnagar Sachin Goyal Darshan Tank A. Sethi 16 9 0 29 Oct 2020
Active Learning for Human-in-the-Loop Customs Inspection Sundong Kim Tung Mai Sungwon Han Sungwon Park Thien Khanh Jaechan So Karandeep Singh M. Cha 13 8 0 27 Oct 2020
Using Deep Image Priors to Generate Counterfactual Explanations V. Narayanaswamy Jayaraman J. Thiagarajan A. Spanias 18 4 0 22 Oct 2020
Learning Loss for Test-Time Augmentation Ildoo Kim Younghoon Kim Sungwoong Kim OOD 23 90 0 22 Oct 2020
Exploiting Context for Robustness to Label Noise in Active Learning Sudipta Paul S. Chandrasekaran B. S. Manjunath A. Roy-Chowdhury NoLa 14 5 0 18 Oct 2020
DEAL: Difficulty-aware Active Learning for Semantic Segmentation Shuai Xie Zunlei Feng Ying Chen Songtao Sun Chao Ma Xiuming Zhang VLM 125 50 0 17 Oct 2020
Deep Active Learning for Joint Classification & Segmentation with Weak Annotator Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger VLM 10 30 0 10 Oct 2020
Active Feature Acquisition with Generative Surrogate Models Yang Li Junier B. Oliva RALM TPM 30 37 0 06 Oct 2020
Accurate and Robust Feature Importance Estimation under Distribution Shifts Jayaraman J. Thiagarajan V. Narayanaswamy Rushil Anirudh P. Bremer A. Spanias OOD 11 9 0 30 Sep 2020
Ask-n-Learn: Active Learning via Reliable Gradient Representations for Image Classification Bindya Venkatesh Jayaraman J. Thiagarajan 6 4 0 30 Sep 2020
Ground-truth or DAER: Selective Re-query of Secondary Information Stephan J. Lemmer Jason J. Corso 14 4 0 16 Sep 2020
One-bit Supervision for Image Classification Hengtong Hu Lingxi Xie Zewei Du Richang Hong Qi Tian SSL VLM 6 16 0 14 Sep 2020
Active Deep Densely Connected Convolutional Network for Hyperspectral Image Classification Bing Liu Anzhu Yu Pengqiang Zhang L. Ding Wenyue Guo Kuiliang Gao Xibing Zuo 16 19 0 01 Sep 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 31 1,123 0 30 Aug 2020
Active Class Incremental Learning for Imbalanced Datasets Eden Belouadah Adrian Daniel Popescu Umang Aggarwal Léo Saci CLL 13 12 0 25 Aug 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 26 161 0 13 Aug 2020
Importance of Self-Consistency in Active Learning for Semantic Segmentation S. Golestaneh Kris M. Kitani SSL 24 36 0 04 Aug 2020
Learning to Rank for Active Learning: A Listwise Approach Minghan Li Xialei Liu Joost van de Weijer Bogdan Raducanu 27 22 0 31 Jul 2020
DEAL: Deep Evidential Active Learning for Image Classification Patrick Hemmer Niklas Kühl Jakob Schöffer 33 37 0 22 Jul 2020
Data-driven geophysics: from dictionary learning to deep learning Siwei Yu Jianwei Ma AI4CE 33 8 0 13 Jul 2020
Deep Active Learning via Open Set Recognition J. Mandivarapu Blake Camp Rolando Estrada BDL VLM UQCV EDL DRL 26 8 0 04 Jul 2020
Confidence-Aware Learning for Deep Neural Networks J. Moon Jihyo Kim Younghak Shin Sangheum Hwang UQCV 23 143 0 03 Jul 2020
Similarity Search for Efficient Active Learning and Search of Rare Concepts Cody Coleman Edward Chou Julian Katz-Samuels Sean Culatana Peter Bailis Alexander C. Berg Robert Nowak Roshan Sumbaly Matei A. Zaharia I. Z. Yalniz 49 42 0 30 Jun 2020
Boosting Active Learning for Speech Recognition with Noisy Pseudo-labeled Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha 9 2 0 19 Jun 2020
Sequential Graph Convolutional Network for Active Learning Razvan Caramalau Binod Bhattarai Tae-Kyun Kim GNN 27 118 0 18 Jun 2020
Semantic Curiosity for Active Visual Learning Devendra Singh Chaplot Helen Jiang Saurabh Gupta Abhinav Gupta ObjD 16 72 0 16 Jun 2020
High-contrast "gaudy" images improve the training of deep neural network models of visual cortex Benjamin R. Cowley Jonathan W. Pillow 24 10 0 13 Jun 2020
State-Relabeling Adversarial Active Learning Beichen Zhang Liang Li Shijie Yang Shuhui Wang Zhengjun Zha Qingming Huang 29 126 0 10 Apr 2020
Confident Coreset for Active Learning in Medical Image Analysis S. T. Kim Farrukh Mushtaq Nassir Navab MedIm 9 5 0 05 Apr 2020
Prediction Confidence from Neighbors M. P. Philipsen T. Moeslund OODD 11 2 0 31 Mar 2020
VaB-AL: Incorporating Class Imbalance and Difficulty with Variational Bayes for Active Learning Jongwon Choi K. M. Yi Jihoon Kim Jincho Choo Byoungjip Kim Jin-Yeop Chang Youngjune Gwon H. Chang DRL 34 42 0 25 Mar 2020
Towards Robust and Reproducible Active Learning Using Neural Networks Prateek Munjal Nasir Hayat Munawar Hayat J. Sourati Shadab Khan UQCV 25 67 0 21 Feb 2020
Task-Aware Variational Adversarial Active Learning Kwanyoung Kim Dongwon Park K. Kim S. Chun VLM OOD 8 143 0 11 Feb 2020
TRADI: Tracking deep neural network weight distributions for uncertainty estimation Gianni Franchi Andrei Bursuc Emanuel Aldea Séverine Dubuisson Isabelle Bloch UQCV 26 51 0 24 Dec 2019
Parting with Illusions about Deep Active Learning Sudhanshu Mittal Maxim Tatarchenko Özgün Çiçek Thomas Brox VLM 21 59 0 11 Dec 2019
ViewAL: Active Learning with Viewpoint Entropy for Semantic Segmentation Yawar Siddiqui Julien P. C. Valentin Matthias Nießner 27 158 0 26 Nov 2019