Cross Pixel Optical Flow Similarity for Self-Supervised Learning

15 July 2018

Aravindh Mahendran

James Thewlis

Andrea Vedaldi

SSL

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Papers citing "Cross Pixel Optical Flow Similarity for Self-Supervised Learning"

27 / 27 papers shown

Title
Is ImageNet worth 1 video? Learning strong image encoders from 1 long unlabelled video Shashanka Venkataramanan Mamshad Nayeem Rizve João Carreira Yuki M. Asano Yannis Avrithis SSL 39 18 0 12 Oct 2023
Optical Flow boosts Unsupervised Localization and Segmentation Xinyu Zhang Abdeslam Boularias 36 5 0 25 Jul 2023
Local Manifold Augmentation for Multiview Semantic Consistency Yu Yang Wing Yin Cheung Chang-rui Liu Xiang Ji 41 1 0 05 Nov 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 47 55 0 13 Jun 2022
SETTI: A Self-supervised Adversarial Malware Detection Architecture in an IoT Environment Marjan Golmaryami R. Taheri Zahra Pooranian Mohammad Shojafar Pei Xiao 33 12 0 16 Apr 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 31 65 0 23 Mar 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 140 81 0 06 Dec 2021
Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling Xumin Yu Lulu Tang Yongming Rao Tiejun Huang Jie Zhou Jiwen Lu 3DPC 51 655 0 29 Nov 2021
Conditional Object-Centric Learning from Video Thomas Kipf Gamaleldin F. Elsayed Aravindh Mahendran Austin Stone S. Sabour G. Heigold Rico Jonschkowski Alexey Dosovitskiy Klaus Greff OCL 43 214 0 24 Nov 2021
Unsupervised Object Learning via Common Fate Matthias Tangemann Steffen Schneider Julius von Kügelgen Francesco Locatello Peter V. Gehler Thomas Brox Matthias Kümmerer Matthias Bethge Bernhard Schölkopf OCL 41 23 0 13 Oct 2021
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting Martine Toering Ioannis Gatopoulos M. Stol Vincent Tao Hu SSL 40 11 0 18 Jun 2021
Self-supervised Video Object Segmentation by Motion Grouping Charig Yang Hala Lamdouar Erika Lu Andrew Zisserman Weidi Xie VOS OCL 30 157 0 15 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu Liu Jiaya Jia SSL VLM 30 53 0 01 Apr 2021
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for RGB-D Scene Understanding Yunze Liu Li Yi Shanghang Zhang Qingnan Fan Thomas Funkhouser Hao Dong SSL 39 58 0 24 Dec 2020
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees Nghi D. Q. Bui Yijun Yu Lingxiao Jiang SSL 44 104 0 13 Dec 2020
Self-EMD: Self-Supervised Object Detection without ImageNet Songtao Liu Zeming Li Jian Sun SSL ObjD 34 92 0 27 Nov 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 11 116 0 01 Aug 2020
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 48 184 0 18 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 48 4,009 0 17 Jun 2020
Self-Supervised Joint Encoding of Motion and Appearance for First Person Action Recognition M. Planamente A. Bottino Barbara Caputo EgoV 28 3 0 10 Feb 2020
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 18 61 0 05 Dec 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 48 762 0 13 Nov 2019
Self-Supervised Learning via Conditional Motion Propagation Xiaohang Zhan Xingang Pan Ziwei Liu Dahua Lin Chen Change Loy SSL 44 47 0 27 Mar 2019
Flow Based Self-supervised Pixel Embedding for Image Segmentation B. Ma Shubao Liu Yin-Cong Zhi Qi Song SSL MDE 22 1 0 02 Jan 2019
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 150 127 0 13 Jun 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 224 292 0 01 May 2018