What makes ImageNet good for transfer learning?

30 August 2016

Papers citing "What makes ImageNet good for transfer learning?"

50 / 315 papers shown

Title
Now You See It, Now You Dont: Adversarial Vulnerabilities in Computational Pathology Alex Foote Amina Asif A. Azam Tim Marshall-Cox Nasir M. Rajpoot F. Minhas AAML MedIm 17 12 0 14 Jun 2021
A machine learning pipeline for aiding school identification from child trafficking images Soumendu Sundar Mukherjee Tina Sederholm Anthony C. Roman Ria Sankar Sherrie Caltagirone J. L. Ferres 16 2 0 09 Jun 2021
Mean-Shifted Contrastive Loss for Anomaly Detection Tal Reiss Yedid Hoshen 16 115 0 07 Jun 2021
ZeroWaste Dataset: Towards Deformable Object Segmentation in Cluttered Scenes D. Bashkirova M. Abdelfattah Ziliang Zhu James Akl Fadi M. Alladkani Ping Hu Vitaly Ablavsky B. Çalli Sarah Adel Bargal Kate Saenko 20 49 0 04 Jun 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 184 689 0 22 Apr 2021
Lifting Monocular Events to 3D Human Poses Gianluca Scarpellini Pietro Morerio Alessio Del Bue 3DH 38 22 0 21 Apr 2021
A Self-Supervised Auxiliary Loss for Deep RL in Partially Observable Settings Eltayeb Ahmed L. Zintgraf Christian Schroeder de Witt Nicolas Usunier SSL 24 0 0 17 Apr 2021
Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark Vincent Dumoulin N. Houlsby Utku Evci Xiaohua Zhai Ross Goroshin Sylvain Gelly Hugo Larochelle 27 26 0 06 Apr 2021
A Broad Study on the Transferability of Visual Representations with Contrastive Learning Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 29 112 0 24 Mar 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 43 80 0 24 Mar 2021
Intraclass clustering: an implicit learning ability that regularizes DNNs Simon Carbonnelle Christophe De Vleeschouwer 60 8 0 11 Mar 2021
Land Cover Mapping in Limited Labels Scenario: A Survey Rahul Ghosh X. Jia Vipin Kumar 36 6 0 03 Mar 2021
Adaptive Consistency Regularization for Semi-Supervised Transfer Learning Abulikemu Abuduweili Xingjian Li Humphrey Shi Chengzhong Xu Dejing Dou 40 77 0 03 Mar 2021
Local Calibration: Metrics and Recalibration Rachel Luo Aadyot Bhatnagar Yu Bai Shengjia Zhao Huan Wang Caiming Xiong Silvio Savarese Stefano Ermon Edward Schmerling Marco Pavone 24 14 0 22 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 40 256 0 18 Feb 2021
Effects of Layer Freezing on Transferring a Speech Recognition System to Under-resourced Languages Onno Eberhard Torsten Zesch 11 3 0 08 Feb 2021
Improving filling level classification with adversarial training Apostolos Modas Alessio Xompero Ricardo Sánchez-Matilla P. Frossard Andrea Cavallaro GAN 22 12 0 08 Feb 2021
Damage detection using in-domain and cross-domain transfer learning Z. Bukhsh N. Jansen Aaqib Saeed 34 42 0 07 Feb 2021
BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data Demetres Kostas Stephane Aroca-Ouellette Frank Rudzicz SSL 41 202 0 28 Jan 2021
Pre-training without Natural Images Hirokatsu Kataoka Kazushige Okayasu Asato Matsumoto Eisuke Yamagata Ryosuke Yamada Nakamasa Inoue Akio Nakamura Y. Satoh 79 117 0 21 Jan 2021
Supervised Transfer Learning at Scale for Medical Imaging Basil Mustafa Aaron Loh Jan Freyberg Patricia MacWilliams Megan Wilson ... Shruthi Prabhakara Umesh Telang Alan Karthikesalingam N. Houlsby Vivek Natarajan LM&MA 32 67 0 14 Jan 2021
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek S. Izadi Ghassan Hamarneh 31 27 0 14 Dec 2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 27 122 0 12 Dec 2020
Driver Glance Classification In-the-wild: Towards Generalization Across Domains and Subjects Sandipan Banerjee Ajjen Joshi Jay Turcot B. Reimer Taniya Mishra 24 2 0 05 Dec 2020
Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment Paul Pu Liang Peter Wu Liu Ziyin Louis-Philippe Morency Ruslan Salakhutdinov 33 30 0 04 Dec 2020
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning J. Cai B. Cai S. Shen 27 7 0 03 Dec 2020
Grafit: Learning fine-grained image representations with coarse labels Hugo Touvron Alexandre Sablayrolles Matthijs Douze Matthieu Cord Hervé Jégou SSL 34 68 0 25 Nov 2020
Efficient Conditional Pre-training for Transfer Learning Shuvam Chakraborty Burak Uzkent Kumar Ayush Kumar Tanmay Evan Sheehan Stefano Ermon VLM 26 17 0 20 Nov 2020
Recognizing More Emotions with Less Data Using Self-supervised Transfer Learning Jonathan Boigne Biman Liyanage Ted Östrem 16 20 0 11 Nov 2020
Explainable COVID-19 Detection Using Chest CT Scans and Deep Learning H. Alshazly C. Linse Erhardt Barth T. Martinetz 21 159 0 09 Nov 2020
Meta-learning Transferable Representations with a Single Target Domain Hong Liu Jeff Z. HaoChen Colin Wei Tengyu Ma AAML 43 5 0 03 Nov 2020
Zero-Shot Learning from scratch (ZFS): leveraging local compositional representations Tristan Sylvain Linda Petrini R. Devon Hjelm VLM 20 7 0 22 Oct 2020
Optimism in the Face of Adversity: Understanding and Improving Deep Learning through Adversarial Robustness Guillermo Ortiz-Jiménez Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard AAML 29 48 0 19 Oct 2020
Which Model to Transfer? Finding the Needle in the Growing Haystack Cédric Renggli André Susano Pinto Luka Rimanic J. Puigcerver C. Riquelme Ce Zhang Mario Lucic 29 23 0 13 Oct 2020
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Tal Reiss Niv Cohen Liron Bergman Yedid Hoshen 16 247 0 12 Oct 2020
Interventional Few-Shot Learning Zhongqi Yue Hanwang Zhang Qianru Sun Xiansheng Hua 26 225 0 28 Sep 2020
CCBlock: An Effective Use of Deep Learning for Automatic Diagnosis of COVID-19 Using X-Ray Images A. Al-Bawi K. Al-Kaabi Mohammed Jeryo A. Al-Fatlawi 6 16 0 21 Sep 2020
Impact of lung segmentation on the diagnosis and explanation of COVID-19 in chest X-ray images Lucas O. Teixeira R. M. Pereira Diego Bertolini Luiz Eduardo Soares de Oliveira L. Nanni George D. C. Cavalcanti Yandre M. G. Costa 21 114 0 21 Sep 2020
The Next Big Thing(s) in Unsupervised Machine Learning: Five Lessons from Infant Learning L. Zaadnoordijk Tarek R. Besold R. Cusack SSL DRL 9 3 0 17 Sep 2020
Measuring Information Transfer in Neural Networks Xiao Zhang Xingjian Li Dejing Dou Ji Wu 17 3 0 16 Sep 2020
BoostingBERT:Integrating Multi-Class Boosting into BERT for NLP Tasks Tongwen Huang Qingyun She Junlin Zhang 35 15 0 13 Sep 2020
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics Jiangliu Wang Jianbo Jiao Linchao Bao Shengfeng He Wei Liu Yunhui Liu SSL AI4TS 21 55 0 31 Aug 2020
Domain Adaptation Through Task Distillation Brady Zhou Nimit Kalra Philipp Krahenbuhl OOD 26 16 0 27 Aug 2020
What is being transferred in transfer learning? Behnam Neyshabur Hanie Sedghi Chiyuan Zhang 29 506 0 26 Aug 2020
Learning Models of Individual Behavior in Chess Reid McIlroy-Young Russell Wang S. Sen Jon M. Kleinberg Ashton Anderson 31 12 0 23 Aug 2020
BREEDS: Benchmarks for Subpopulation Shift Shibani Santurkar Dimitris Tsipras A. Madry OOD 21 168 0 11 Aug 2020
Fully-Automated Packaging Structure Recognition in Logistics Environments Laura Dörr Felix Brandt Martin Pouls Alexander Naumann 4 14 0 11 Aug 2020
Duality Diagram Similarity: a generic framework for initialization selection in task transfer learning Kshitij Dwivedi Jiahui Huang Radoslaw Martin Cichy Gemma Roig 19 30 0 05 Aug 2020
A Foliated View of Transfer Learning Janith C. Petangoda Nick A. M. Monk M. Deisenroth 25 3 0 02 Aug 2020
Adding Seemingly Uninformative Labels Helps in Low Data Regimes Christos Matsoukas Albert Bou I Hernandez Yue Liu Karin Dembrower G. Miranda ... Johan Fredin Haslum Athanasios Zouzos Peter Lindholm Fredrik Strand Kevin Smith 15 12 0 20 Jul 2020