Crafting Better Contrastive Views for Siamese Representation Learning

7 February 2022

Yang You

Papers citing "Crafting Better Contrastive Views for Siamese Representation Learning"

22 / 22 papers shown

Title
Taming the Randomness: Towards Label-Preserving Cropping in Contrastive Learning Mohamed Hassan Mohammad Wasil Sebastian Houben 44 0 0 28 Apr 2025
Enhancing Contrastive Learning Inspired by the Philosophy of "The Blind Men and the Elephant" Yudong Zhang Ruobing Xie Jiansheng Chen X. Sun Zhanhui Kang Yu Wang 75 0 0 21 Dec 2024
PooDLe: Pooled and dense self-supervised learning from naturalistic videos Alex N. Wang Christopher Hoang Yuwen Xiong Yann LeCun Mengye Ren 64 0 0 20 Aug 2024
Unsupervised Representation Learning by Balanced Self Attention Matching Daniel Shalam Simon Korman SSL 18 0 0 04 Aug 2024
Self-Supervised Alignment Learning for Medical Image Segmentation Haofeng Li Yiming Ouyang Xiang Wan 19 0 0 22 Jun 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 20 1 0 23 Apr 2024
Medical supervised masked autoencoders: Crafting a better masking strategy and efficient fine-tuning schedule for medical image classification Jia-ju Mao Shu-Hua Guo Yuan Chang Xuesong Yin Binling Nie 19 2 0 10 May 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head Randall Balestriero 24 3 0 20 Feb 2023
The Influences of Color and Shape Features in Visual Contrastive Learning Xiao-qiong Zhuang SSL 6 0 0 29 Jan 2023
Local Manifold Augmentation for Multiview Semantic Consistency Yu Yang Wing Yin Cheung Chang-rui Liu Xiang Ji 20 1 0 05 Nov 2022
On Label Granularity and Object Localization Elijah Cole Kimberly Wilber Grant Van Horn Xuan S. Yang Marco Fornoni Pietro Perona Serge J. Belongie Andrew G. Howard Oisin Mac Aodha WSOL 19 13 0 20 Jul 2022
CDNet: Contrastive Disentangled Network for Fine-Grained Image Categorization of Ocular B-Scan Ultrasound Ruilong Dan Yunxiang Li Yijie Wang Gangyong Jia Ruiquan Ge Juan Ye Qun Jin Yaqi Wang 15 8 0 17 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations Ying-Long Bai Erkun Yang Zhaoqing Wang Yuxuan Du Bo Han Cheng Deng Dadong Wang Tongliang Liu SSL 18 3 0 04 Jun 2022
Learning Dynamical Human-Joint Affinity for 3D Pose Estimation in Videos Junhao Zhang Yali Wang Zhipeng Zhou Tianyu Luan Zhe Wang Yu Qiao 3DH 27 26 0 15 Sep 2021
Online Evolutionary Batch Size Orchestration for Scheduling Deep Learning Workloads in GPU Clusters Chen Sun Shenggui Li Jinyue Wang Jun Yu 46 47 0 08 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun C. L. P. Chen SSL 91 77 0 06 Aug 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 107 163 0 02 May 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 183 450 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 132 278 0 12 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 235 3,029 0 09 Mar 2020
DensePose: Dense Human Pose Estimation In The Wild R. Güler Natalia Neverova Iasonas Kokkinos 3DH 167 1,371 0 01 Feb 2018