Scalable Active Learning for Object Detection

Scalable Active Learning for Object Detection

9 April 2020

Elmar Haussmann

Nicolas Koumchatzky

Papers citing "Scalable Active Learning for Object Detection"

14 / 14 papers shown

Title
Active Learning for Deep Detection Neural Networks H. H. Aghdam Abel Gonzalez-Garcia Joost van de Weijer Antonio M. López VLM ObjD 72 139 0 20 Nov 2019
An Adaptive Supervision Framework for Active Learning in Object Detection Sai Vikas Desai Akshay L Chandra Wei Guo S. Ninomiya V. Balasubramanian 44 41 0 07 Aug 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 85 772 0 09 Jun 2019
Training Data Subset Search with Ensemble Active Learning Kashyap Chitta J. Álvarez Elmar Haussmann C. Farabet 50 13 0 29 May 2019
Large-Scale Visual Active Learning with Deep Probabilistic Ensembles Kashyap Chitta J. Álvarez Adam Lesnikowski BDL UQCV 106 35 0 08 Nov 2018
Adaptive Semantic Segmentation with a Strategic Curriculum of Proxy Labels Pengxiang Cheng Jianwei Feng M. Hebert 69 17 0 08 Nov 2018
Active Learning for Deep Object Detection C. Brust Christoph Käding Joachim Denzler VLM ObjD 48 118 0 26 Sep 2018
Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers Yonatan Geifman Guy Uziel Ran El-Yaniv UQCV 54 140 0 21 May 2018
Uncertainty Estimation via Stochastic Batch Normalization Andrei Atanov Arsenii Ashukha Dmitry Molchanov Kirill Neklyudov Dmitry Vetrov UQCV BDL 62 47 0 13 Feb 2018
Localization-Aware Active Learning for Object Detection Chieh-Chi Kao Teng-Yok Lee P. Sen Ming-Yuan Liu ObjD 54 122 0 16 Jan 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 816 5,806 0 05 Dec 2016
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 217 29,808 0 08 Dec 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 675 36,923 0 08 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 800 9,302 0 06 Jun 2015