Papers citing 'Self-Supervised Learning of Pretext-Invariant Representations'

Title
Robust RGB-based 6-DoF Pose Estimation without Real Pose Annotations Zhigang Li Yinlin Hu Mathieu Salzmann Xiangyang Ji 3DH 108 8 0 19 Aug 2020
Multi-Mask Self-Supervised Learning for Physics-Guided Neural Networks in Highly Accelerated MRI Burhaneddin Yaman Hongyi Gu S. A. Hosseini Omer Burak Demirel S. Moeller J. Ellermann K. Uğurbil Mehmet Akçakaya OOD 387 44 0 13 Aug 2020
Learning Temporally Invariant and Localizable Features via Data Augmentation for Video Recognition Taeoh Kim Hyeongmin Lee Myeongah Cho Hankook Lee Dong Heon Cho Sangyoun Lee 194 28 0 13 Aug 2020
What Should Not Be Contrastive in Contrastive LearningInternational Conference on Learning Representations (ICLR), 2020 Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 281 331 0 13 Aug 2020
Self-Supervised Learning of Audio-Visual Objects from VideoEuropean Conference on Computer Vision (ECCV), 2020 Triantafyllos Afouras Andrew Owens Joon Son Chung Andrew Zisserman SSL 211 277 0 10 Aug 2020
Unsupervised Feature Learning by Cross-Level Instance-Group DiscriminationComputer Vision and Pattern Recognition (CVPR), 2020 Xudong Wang Ziwei Liu Stella X. Yu SSL 350 86 0 09 Aug 2020
Exploring Relations in Untrimmed Videos for Self-Supervised Learning Dezhao Luo Bo Fang Can Ma Yucan Zhou Dayan Wu Weiping Wang 190 23 0 06 Aug 2020
LoCo: Local Contrastive Representation Learning Yuwen Xiong Mengye Ren R. Urtasun SSL DRL 218 75 0 04 Aug 2020
SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning Ting Yao Yiheng Zhang Zhaofan Qiu Yingwei Pan Tao Mei DRL 207 116 0 03 Aug 2020
Self-supervised Visual Attribute Learning for Fashion Compatibility Donghyun Kim Kuniaki Saito Samarth Mishra Stan Sclaroff Kate Saenko Bryan A. Plummer SSL 174 25 0 01 Aug 2020
Contrastive Learning for Unpaired Image-to-Image TranslationEuropean Conference on Computer Vision (ECCV), 2020 Taesung Park Alexei A. Efros Richard Y. Zhang Jun-Yan Zhu SSL 442 1,457 0 30 Jul 2020
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset BiasesNeural Information Processing Systems (NeurIPS), 2020 Senthil Purushwalkam Abhinav Gupta SSL 285 226 0 28 Jul 2020
Augmentation adversarial training for self-supervised speaker recognition Jaesung Huh Hee-Soo Heo Jingu Kang Shinji Watanabe Joon Son Chung SSL 211 78 0 23 Jul 2020
CrossTransformers: spatially-aware few-shot transfer Carl Doersch Ankush Gupta Andrew Zisserman ViT 481 382 0 22 Jul 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 578 743 0 21 Jul 2020
Mapping in a cycle: Sinkhorn regularized unsupervised learning for point cloud shapesEuropean Conference on Computer Vision (ECCV), 2020 Lei Yang Wenxi Liu Zhiming Cui Nenglun Chen Wenping Wang 3DPC 106 16 0 19 Jul 2020
GraphCL: Contrastive Self-Supervised Learning of Graph Representations H. Hafidi Mounir Ghogho P. Ciblat A. Swami SSL 209 59 0 15 Jul 2020
Automatic Image Labelling at Pixel Level Xiang Zhang Wei Zhang Jinye Peng Jianping Fan VLM SSeg 143 2 0 15 Jul 2020
Vehicle Trajectory Prediction by Transfer Learning of Semi-Supervised Models Nick Lamm Shashank Jaiprakash Malavika Srikanth Iddo Drori 244 7 0 14 Jul 2020
Whitening for Self-Supervised Representation LearningInternational Conference on Machine Learning (ICML), 2020 Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto Andrii Zadaianchuk SSL 419 347 0 13 Jul 2020
Auxiliary Tasks Speed Up Learning PointGoal NavigationConference on Robot Learning (CoRL), 2020 Joel Ye Dhruv Batra Erik Wijmans Abhishek Das 3DPC EgoV 364 84 0 09 Jul 2020
Learning Speech Representations from Raw Audio by Joint Audiovisual Self-Supervision Abhinav Shukla Stavros Petridis Maja Pantic SSL 141 17 0 08 Jul 2020
Robust Learning with Frequency Domain Regularization Weiyu Guo Yidong Ouyang AAML 122 2 0 07 Jul 2020
Asymmetric metric learning for knowledge transfer Mateusz Budnik Yannis Avrithis 143 40 0 29 Jun 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng Zhang Han Hu VLM 152 62 0 25 Jun 2020
Automatic Data Augmentation for Generalization in Deep Reinforcement Learning Roberta Raileanu M. Goldstein Denis Yarats Ilya Kostrikov Rob Fergus OffRL 235 112 0 23 Jun 2020
Unsupervised Image Classification for Deep Representation Learning Weijie Chen Shiliang Pu Di Xie Shicai Yang Yilu Guo Luojun Lin SSL VLM 230 14 0 20 Jun 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 1.6K 7,304 0 20 Jun 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations Mahmoud Assran Nicolas Ballas Lluis Castrejon Michael G. Rabbat SSL 109 3 0 18 Jun 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 317 623 0 18 Jun 2020
Contrastive Learning for Weakly Supervised Phrase Grounding Tanmay Gupta Arash Vahdat Gal Chechik Xiaodong Yang Jan Kautz Derek Hoiem ObjD SSL 272 157 0 17 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 1.2K 4,635 0 17 Jun 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 536 1,967 0 15 Jun 2020
Bootstrap your own latent: A new approach to self-supervised LearningNeural Information Processing Systems (NeurIPS), 2020 Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 1.5K 7,837 0 13 Jun 2020
Video Understanding as Machine Translation Bruno Korbar Fabio Petroni Rohit Girdhar Lorenzo Torresani SSL 195 29 0 12 Jun 2020
Knowledge Distillation Meets Self-SupervisionEuropean Conference on Computer Vision (ECCV), 2020 Guodong Xu Ziwei Liu Xiaoxiao Li Chen Change Loy FedML 289 315 0 12 Jun 2020
VirTex: Learning Visual Representations from Textual AnnotationsComputer Vision and Pattern Recognition (CVPR), 2020 Karan Desai Justin Johnson SSL VLM 432 465 0 11 Jun 2020
What makes instance discrimination good for transfer learning?International Conference on Learning Representations (ICLR), 2020 Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 179 179 0 11 Jun 2020
CoMIR: Contrastive Multimodal Image Representation for RegistrationNeural Information Processing Systems (NeurIPS), 2020 Nicolas Pielawski Elisabeth Wetzer Johan Öfverstedt Jiahao Lu Carolina Wählby Patrick Micke Natavsa Sladoje 216 98 0 11 Jun 2020
Image Deconvolution via Noise-Tolerant Self-Supervised Inversion H. Kobayashi A. Solak Joshua D. Batson Loic A. Royer 173 15 0 11 Jun 2020
DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectors Sarthak Bhagat Vishaal Udandarao Shagun Uppal CoGe SSL DRL 167 6 0 10 Jun 2020
Self-Supervised Relational Reasoning for Representation LearningNeural Information Processing Systems (NeurIPS), 2020 Massimiliano Patacchiola Amos Storkey OOD SSL 227 65 0 10 Jun 2020
Info3D: Representation Learning on 3D Objects using Mutual Information Maximization and Contrastive LearningEuropean Conference on Computer Vision (ECCV), 2020 Aditya Sanghi 3DPC SSL 195 122 0 04 Jun 2020
Self-supervised Modal and View Invariant Feature Learning Longlong Jing Yucheng Chen Ling Zhang Mingyi He Yingli Tian 3DPC SSL 145 31 0 28 May 2020
SCAN: Learning to Classify Images without LabelsEuropean Conference on Computer Vision (ECCV), 2020 Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 387 622 0 25 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 359 1,478 0 20 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 635 1,094 0 11 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition?IEEE Transactions on Affective Computing (IEEE TAC), 2020 Abhinav Shukla Stavros Petridis Maja Pantic SSL 393 33 0 04 May 2020
Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from PixelsInternational Conference on Learning Representations (ICLR), 2020 Ilya Kostrikov Denis Yarats Rob Fergus OffRL 428 869 0 28 Apr 2020
DiVA: Diverse Visual Feature Aggregation for Deep Metric LearningEuropean Conference on Computer Vision (ECCV), 2020 Timo Milbich Karsten Roth Homanga Bharadhwaj Samarth Sinha Yoshua Bengio Bjorn Ommer Joseph Paul Cohen 263 74 0 28 Apr 2020