Revisiting Unreasonable Effectiveness of Data in Deep Learning Era

10 July 2017

Papers citing "Revisiting Unreasonable Effectiveness of Data in Deep Learning Era"

36 / 536 papers shown

Title
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 102 2,435 0 06 Sep 2018
Leveraging Unlabeled Whole-Slide-Images for Mitosis Detection S. Akram Talha Qaiser S. Graham Arno Solin J. Heikkilä Nasir M. Rajpoot 24 31 0 31 Jul 2018
A Better Baseline for AVA Rohit Girdhar João Carreira Carl Doersch Andrew Zisserman 36 66 0 26 Jul 2018
Robot Learning in Homes: Improving Generalization and Reducing Dataset Bias Abhinav Gupta Adithyavairavan Murali Dhiraj Gandhi Lerrel Pinto 27 153 0 18 Jul 2018
Automatic Classification of Defective Photovoltaic Module Cells in Electroluminescence Images S. Deitsch Vincent Christlein S. Berger C. Buerhop‐Lutz Andreas Maier F. Gallwitz Christian Riess 37 356 0 08 Jul 2018
Fluid Annotation: A Human-Machine Collaboration Interface for Full Image Annotation Mykhaylo Andriluka J. Uijlings V. Ferrari VLM 29 81 0 20 Jun 2018
Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning Huayu Chen Yang Song Chen Sun Andrew G. Howard Serge J. Belongie 41 475 0 16 Jun 2018
Deep Learning with Convolutional Neural Network for Objective Skill Evaluation in Robot-assisted Surgery Ziheng Wang A. M. Fey 27 217 0 15 Jun 2018
Large-scale Bisample Learning on ID Versus Spot Face Recognition Xiangyu Zhu Hao Liu Zhen Lei Hailin Shi Fan Yang Dong Yi Guojun Qi Stan Z. Li CVBM 64 47 0 08 Jun 2018
Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark Cody Coleman Daniel Kang Deepak Narayanan Luigi Nardi Tian Zhao Jian Zhang Peter Bailis K. Olukotun Christopher Ré Matei A. Zaharia 18 117 0 04 Jun 2018
SOSELETO: A Unified Approach to Transfer Learning and Training with Noisy Labels Or Litany Daniel Freedman NoLa 36 13 0 24 May 2018
Do Better ImageNet Models Transfer Better? Simon Kornblith Jonathon Shlens Quoc V. Le OOD MLT 91 1,317 0 23 May 2018
The EuroCity Persons Dataset: A Novel Benchmark for Object Detection Markus Braun Sebastian Krebs F. Flohr D. Gavrila ObjD 29 227 0 18 May 2018
Gradient-Leaks: Understanding and Controlling Deanonymization in Federated Learning Tribhuvanesh Orekondy Seong Joon Oh Yang Zhang Bernt Schiele Mario Fritz PICV FedML 369 37 0 15 May 2018
Exploring the Limits of Weakly Supervised Pretraining D. Mahajan Ross B. Girshick Vignesh Ramanathan Kaiming He Manohar Paluri Yixuan Li Ashwin R. Bharambe Laurens van der Maaten VLM 118 1,358 0 02 May 2018
Iterative Visual Reasoning Beyond Convolutions Xinlei Chen Li Li Li Fei-Fei Abhinav Gupta LRM GNN 66 214 0 29 Mar 2018
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs Xinyu Wang Yufei Ye Abhinav Gupta 71 585 0 21 Mar 2018
Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans Sasank Chilamkurthy Rohit Ghosh Swetha Tanamala Mustafa Biviji N. Campeau V. Venugopal V. Mahajan Pooja Rao Prashant Warier 13 104 0 13 Mar 2018
Automatic localization and decoding of honeybee markers using deep convolutional neural networks Benjamin Wild Leon Sixt Tim Landgraf 16 22 0 13 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 39 12,971 0 07 Feb 2018
Sparsely Aggregated Convolutional Networks Ligeng Zhu Ruizhi Deng Michael Maire Zhiwei Deng Greg Mori P. Tan 3DPC 48 9 0 18 Jan 2018
Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR Mohsen Ghafoorian Jonas Teuwen R. Manniesing F.‐E. Leeuw Bram van Ginneken N. Karssemeijer B. Platel 40 17 0 15 Jan 2018
Fix your classifier: the marginal value of training the last weight layer Elad Hoffer Itay Hubara Daniel Soudry 57 101 0 14 Jan 2018
Recurrent Pixel Embedding for Instance Grouping Shu Kong Charless C. Fowlkes 57 180 0 22 Dec 2017
A trans-disciplinary review of deep learning research for water resources scientists Chaopeng Shen AI4CE 59 684 0 06 Dec 2017
Deep Learning Scaling is Predictable, Empirically Joel Hestness Sharan Narang Newsha Ardalani G. Diamos Heewoo Jun Hassan Kianinejad Md. Mostofa Ali Patwary Yang Yang Yanqi Zhou 63 724 0 01 Dec 2017
Separating Self-Expression and Visual Content in Hashtag Supervision Andreas Veit Maximilian Nickel Serge J. Belongie Laurens van der Maaten VLM 37 29 0 27 Nov 2017
Frustum PointNets for 3D Object Detection from RGB-D Data C. Qi Wen Liu Chenxia Wu Hao Su Leonidas Guibas 3DPC 98 2,257 0 22 Nov 2017
Knowledge Concentration: Learning 100K Object Classifiers in a Single CNN J. Gao Zijian Guo Zerui Li Ram Nevatia VLM 43 20 0 21 Nov 2017
Memory Based Online Learning of Deep Representations from Video Streams F. Pernici F. Bartoli Matteo Bruni A. Bimbo CVBM 41 30 0 17 Nov 2017
Scale out for large minibatch SGD: Residual network training on ImageNet-1K with improved accuracy and reduced time to train V. Codreanu Damian Podareanu V. Saletore 39 55 0 12 Nov 2017
Function space analysis of deep learning representation layers Oren Elisha S. Dekel 30 4 0 09 Oct 2017
Improving image generative models with human interactions Andrew Kyle Lampinen David R. So Douglas Eck Fred Bertsch GAN 35 3 0 29 Sep 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 108 8,402 0 17 Jun 2017
Deep Learning is Robust to Massive Label Noise David Rolnick Andreas Veit Serge J. Belongie Nir Shavit NoLa 36 553 0 30 May 2017
COCO-Stuff: Thing and Stuff Classes in Context Holger Caesar J. Uijlings V. Ferrari 42 1,369 0 12 Dec 2016