Unravelling Small Sample Size Problems in the Deep Learning World

8 August 2020

Papers citing "Unravelling Small Sample Size Problems in the Deep Learning World"

46 / 46 papers shown

Title
Generalized Zero-Shot Learning Via Over-Complete Distribution Rohit Keshari Richa Singh Mayank Vatsa BDL VLM 60 127 0 01 Apr 2020
Domain-aware Visual Bias Eliminating for Generalized Zero-Shot Learning Shaobo Min Hantao Yao Hongtao Xie Chaoqun Wang Zhengjun Zha Yongdong Zhang 57 142 0 30 Mar 2020
Meta-Transfer Learning for Zero-Shot Super-Resolution Jae Woong Soh Sunwoo Cho N. Cho SupR 77 284 0 27 Feb 2020
Knowledge transfer in deep block-modular neural networks A. Terekhov Guglielmo Montone J. O'Regan 52 73 0 24 Jul 2019
On Learning Density Aware Embeddings Soumyadeep Ghosh Richa Singh Mayank Vatsa 42 14 0 08 Apr 2019
Guided Dropout Rohit Keshari Richa Singh Mayank Vatsa BDL 109 37 0 10 Dec 2018
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Edgar Schönfeld Sayna Ebrahimi Samarth Sinha Trevor Darrell Zeynep Akata DRL 77 597 0 05 Dec 2018
On Matching Faces with Alterations due to Plastic Surgery and Disguise Saksham Suri A. Sankaran Mayank Vatsa Richa Singh CVBM 55 20 0 18 Nov 2018
Generative Dual Adversarial Network for Generalized Zero-shot Learning He Huang Chang-Dong Wang Philip S. Yu Chang-Dong Wang GAN 69 222 0 12 Nov 2018
Sample-to-Sample Correspondence for Unsupervised Domain Adaptation Debasmit Das C.S. George Lee OOD 74 60 0 01 May 2018
Learning Structure and Strength of CNN Filters for Small Sample Size Training Rohit Keshari Mayank Vatsa Richa Singh A. Noore 56 82 0 30 Mar 2018
SegDenseNet: Iris Segmentation for Pre and Post Cataract Surgery Aditya Lakra Pavani Tripathi Rohit Keshari Mayank Vatsa Richa Singh 33 20 0 30 Jan 2018
Data Distillation: Towards Omni-Supervised Learning Ilija Radosavovic Piotr Dollár Ross B. Girshick Georgia Gkioxari Kaiming He 76 419 0 12 Dec 2017
Image to Image Translation for Domain Adaptation Zak Murez Soheil Kolouri D. Kriegman R. Ramamoorthi Kyungnam Kim OOD 60 529 0 01 Dec 2017
Graph Distillation for Action Detection with Privileged Modalities Zelun Luo Jun-Ting Hsieh Lu Jiang Juan Carlos Niebles Li Fei-Fei 75 104 0 30 Nov 2017
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 295 4,050 0 16 Nov 2017
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 174 4,596 0 26 Oct 2017
VGGFace2: A dataset for recognising faces across pose and age Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi Andrew Zisserman CVBM 95 2,630 0 23 Oct 2017
Mind the Class Weight Bias: Weighted Maximum Mean Discrepancy for Unsupervised Domain Adaptation Hongliang Yan Yukang Ding P. Li Qilong Wang Yong-mei Xu W. Zuo 91 574 0 01 May 2017
Beyond triplet loss: a deep quadruplet network for person re-identification Weihua Chen Xiaotang Chen Jianguo Zhang Kaiqi Huang 87 1,140 0 06 Apr 2017
Smart Mining for Deep Metric Learning Ben Harwood B. V. Kumar G. Carneiro Ian Reid Tom Drummond 57 350 0 05 Apr 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 300 8,134 0 15 Mar 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 262 4,667 0 17 Feb 2017
Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks Konstantinos Bousmalis N. Silberman David Dohan D. Erhan Dilip Krishnan OOD GAN 149 1,536 0 16 Dec 2016
Hard-Aware Deeply Cascaded Embedding Yuhui Yuan Kuiyuan Yang Chao Zhang 91 302 0 17 Nov 2016
Low Data Drug Discovery with One-shot Learning Han Altae-Tran Bharath Ramsundar Aneesh S. Pappu Vijay S. Pande 101 687 0 10 Nov 2016
Unsupervised Cross-Domain Image Generation Yaniv Taigman Adam Polyak Lior Wolf GAN OOD 89 1,001 0 07 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 772 36,813 0 25 Aug 2016
Progressive Neural Networks Andrei A. Rusu Neil C. Rabinowitz Guillaume Desjardins Hubert Soyer J. Kirkpatrick Koray Kavukcuoglu Razvan Pascanu R. Hadsell CLL AI4CE 77 2,452 0 15 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 370 7,323 0 13 Jun 2016
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 148 2,418 0 12 Apr 2016
Unsupervised Domain Adaptation with Residual Transfer Networks Mingsheng Long Hanjing Zhu Jianmin Wang Michael I. Jordan OOD 89 1,490 0 14 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Deep Metric Learning via Lifted Structured Feature Embedding Hyun Oh Song Yu Xiang Stefanie Jegelka Silvio Savarese FedML SSL DML 94 1,643 0 19 Nov 2015
Simultaneous Deep Transfer Across Domains and Tasks Eric Tzeng Judy Hoffman Trevor Darrell Kate Saenko OOD 80 1,370 0 08 Oct 2015
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree Chen-Yu Lee Patrick W. Gallagher Zhuowen Tu AI4CE 73 484 0 30 Sep 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 514 62,294 0 04 Jun 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 370 13,145 0 12 Mar 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 362 19,660 0 09 Mar 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,305 0 11 Feb 2015
Learning Transferable Features with Deep Adaptation Networks Mingsheng Long Yue Cao Jianmin Wang Michael I. Jordan OOD 220 5,199 0 10 Feb 2015
FitNets: Hints for Thin Deep Nets Adriana Romero Nicolas Ballas Samira Ebrahimi Kahou Antoine Chassang C. Gatta Yoshua Bengio FedML 308 3,887 0 19 Dec 2014
Deep Domain Confusion: Maximizing for Domain Invariance Eric Tzeng Judy Hoffman Ning Zhang Kate Saenko Trevor Darrell OOD 172 2,601 0 10 Dec 2014
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 231 8,336 0 06 Nov 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 465 43,658 0 17 Sep 2014
Deep Learning Face Representation by Joint Identification-Verification Yi Sun Xiaogang Wang Xiaoou Tang CVBM 224 2,246 0 18 Jun 2014