MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection

6 December 2022

Papers citing "MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection"

27 / 27 papers shown

Title
Active Learning Strategies for Weakly-supervised Object Detection Huy V. Vo Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Jean Ponce 84 19 0 25 Jul 2022
Active Learning for Open-set Annotation Kun-Peng Ning Xun Zhao Yu Li Sheng-Jun Huang 45 35 0 18 Jan 2022
Anchor Retouching via Model Interaction for Robust Object Detection in Aerial Images Dong Liang Qixiang Geng Zongqi Wei D. Vorontsov Ekaterina L. Kim Mingqiang Wei Huiyu Zhou ObjD 52 47 0 13 Dec 2021
TALISMAN: Targeted Active Learning for Object Detection with Rare Classes and Slices using Submodular Mutual Information Suraj Kothawade Saikat Ghosh Sumit Shekhar Yu Xiang Rishabh K. Iyer 36 28 0 30 Nov 2021
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 53 90 0 25 Nov 2021
Region-level Active Detector Learning Michael Laielli Giscard Biamby Dian Chen Ritwik Gupta Adam Loeffler P. Nguyen R. Luo Trevor Darrell Sayna Ebrahimi ObjD 44 2 0 20 Aug 2021
Oriented R-CNN for Object Detection Xingxing Xie Gong Cheng Jiabao Wang Xiwen Yao Junwei Han ObjD 143 686 0 12 Aug 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 58 492 0 16 Jun 2021
Learning High-Precision Bounding Box for Rotated Object Detection via Kullback-Leibler Divergence Xue Yang Xiaojiang Yang Jirui Yang Qi Ming Wentao Wang Qi Tian Junchi Yan 84 379 0 03 Jun 2021
Learning Calibrated-Guidance for Object Detection in Aerial Images Zongqi Wei Dong Liang Dong Zhang Liyan Zhang Qixiang Geng Mingqiang Wei Huiyu Zhou 56 35 0 21 Mar 2021
ReDet: A Rotation-equivariant Detector for Aerial Object Detection Jiaming Han Jian Ding Nan Xue Guisong Xia 40 529 0 13 Mar 2021
Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges Jian Ding Nan Xue Guisong Xia X. Bai Wen Yang ... Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Lefei Zhang 203 395 0 24 Feb 2021
Adaptive Remote Sensing Image Attribute Learning for Active Object Detection Nuo Xu Chunlei Huo Jiacheng Guo Yiwei Liu Jian Wang Chunhong Pan ObjD 36 4 0 16 Jan 2021
Minimax Active Learning Sayna Ebrahimi William Gan Dian Chen Giscard Biamby Kamyar Salahi Michael Laielli Shizhan Zhu Trevor Darrell 22 26 0 18 Dec 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 81 167 0 13 Aug 2020
Dynamic Refinement Network for Oriented and Densely Packed Object Detection Xingjia Pan Yuqiang Ren Kekai Sheng Weiming Dong Haolei Yuan Xiao-Wei Guo Chongyang Ma Changsheng Xu ObjD 36 277 0 20 May 2020
Reinforced active learning for image segmentation Arantxa Casanova Pedro H. O. Pinheiro Negar Rostamzadeh C. Pal 35 108 0 16 Feb 2020
Active Learning for Deep Detection Neural Networks H. H. Aghdam Abel Gonzalez-Garcia Joost van de Weijer Antonio M. López VLM ObjD 70 138 0 20 Nov 2019
Active Learning with Point Supervision for Cost-Effective Panicle Detection in Cereal Crops Amir Soleimani Sai Vikas Desai Christof Monz S. Ninomiya Wei Guo 75 59 0 04 Oct 2019
Relation Network for Multi-label Aerial Image Classification Yuansheng Hua Lichao Mou Xiaoxiang Zhu 57 86 0 16 Jul 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 51 624 0 19 Jun 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 65 762 0 09 Jun 2019
Learning Loss for Active Learning Donggeun Yoo In So Kweon UQCV 63 658 0 09 May 2019
Adversarial Sampling for Active Learning Christoph Mayer Radu Timofte GAN 109 116 0 20 Aug 2018
Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran M. Reyes GAN MedIm 67 176 0 14 Jun 2018
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 58 1,605 0 11 Oct 2017
Generative Adversarial Active Learning Jia Jie Zhu José Bento GAN 37 183 0 25 Feb 2017