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Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis

19 March 2025

Imanol G. Estepa

Jesús M. Rodríguez-de-Vera

Papers citing "Conjuring Positive Pairs for Efficient Unification of Representation Learning and Image Synthesis"

50 / 52 papers shown

Title
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified Perspective Yongxin Zhu Bing Li Hang Zhang Xin Li Linli Xu Lidong Bing DiffM 116 9 0 16 Oct 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 133 1 0 30 Aug 2024
ColorMAE: Exploring data-independent masking strategies in Masked AutoEncoders Carlos Hinojosa Shuming Liu Guohao Li 72 2 0 17 Jul 2024
Towards Highly Realistic Artistic Style Transfer via Stable Diffusion with Step-aware and Layer-aware Prompt Zhanjie Zhang Quanwei Zhang Huaizhong Lin Wei Xing Juncheng Mo ... Guangyuan Li Junsheng Luan Lei Zhao Dalong Zhang Lixia Chen DiffM 108 14 0 17 Apr 2024
Deconstructing Denoising Diffusion Models for Self-Supervised Learning Xinlei Chen Zhuang Liu Saining Xie Kaiming He DiffM 90 60 0 25 Jan 2024
SeiT++: Masked Token Modeling Improves Storage-efficient Training Min-Seob Lee Song Park Byeongho Heo Dongyoon Han Hyunjung Shim MQ VLM 70 1 0 15 Dec 2023
FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning Tri Dao LRM 122 1,336 0 17 Jul 2023
Complexity Matters: Rethinking the Latent Space for Generative Modeling Tianyang Hu Fei Chen Hong Wang Jiawei Li Wei Cao Jiacheng Sun Zechao Li DiffM 118 10 0 17 Jul 2023
ADDP: Learning General Representations for Image Recognition and Generation with Alternating Denoising Diffusion Process Changyao Tian Chenxin Tao Jifeng Dai Hao Li Ziheng Li Lewei Lu Xiaogang Wang Hongsheng Li Gao Huang Xizhou Zhu DiffM 104 10 0 08 Jun 2023
Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training Utku Ozbulak Hyun Jung Lee Beril Boga Esla Timothy Anzaku Ho-min Park Arnout Van Messem W. D. Neve J. Vankerschaver DiffM 107 38 0 23 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 524 3,529 0 14 Apr 2023
SeiT: Storage-Efficient Vision Training with Tokens Using 1% of Pixel Storage Song Park Sanghyuk Chun Byeongho Heo Wonjae Kim Sangdoo Yun VLM ViT 83 8 0 20 Mar 2023
All4One: Symbiotic Neighbour Contrastive Learning via Self-Attention and Redundancy Reduction Imanol G. Estepa Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva SSL 86 8 0 16 Mar 2023
Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture Mahmoud Assran Quentin Duval Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Yann LeCun Nicolas Ballas SSL AI4TS MDE 143 361 0 19 Jan 2023
Scalable Diffusion Models with Transformers William S. Peebles Saining Xie GNN 161 2,439 0 19 Dec 2022
MAGE: MAsked Generative Encoder to Unify Representation Learning and Image Synthesis Tianhong Li Huiwen Chang Shlok Kumar Mishra Han Zhang Dina Katabi Dilip Krishnan 90 170 0 16 Nov 2022
How Mask Matters: Towards Theoretical Understandings of Masked Autoencoders Qi Zhang Yifei Wang Yisen Wang 86 76 0 15 Oct 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Tengjiao Wang Ming-Hsuan Yang DiffM MedIm 488 1,420 0 02 Sep 2022
Contrastive Masked Autoencoders are Stronger Vision Learners Zhicheng Huang Xiaojie Jin Cheng Lu Qibin Hou Mingg-Ming Cheng Dongmei Fu Xiaohui Shen Jiashi Feng 154 154 0 27 Jul 2022
Conditional Prompt Learning for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VLM CLIP VPVLM 161 1,362 0 10 Mar 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 196 400 0 07 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 603 15,845 0 20 Dec 2021
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 248 1,372 0 18 Nov 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 92 744 0 15 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 600 7,866 0 11 Nov 2021
Vector-quantized Image Modeling with Improved VQGAN Jiahui Yu Xin Li Jing Yu Koh Han Zhang Ruoming Pang James Qin Alexander Ku Yuanzhong Xu Jason Baldridge Yonghui Wu ViT VLM DRL 168 527 0 09 Oct 2021
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 289 138 0 10 Sep 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 343 2,853 0 15 Jun 2021
Improved Transformer for High-Resolution GANs Long Zhao Zizhao Zhang Ting Chen Dimitris N. Metaxas Han Zhang ViT 131 96 0 14 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 358 8,006 0 11 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 265 467 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 923 6,149 0 29 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 183 1,874 0 05 Apr 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 360 2,374 0 04 Mar 2021
Taming Transformers for High-Resolution Image Synthesis Patrick Esser Robin Rombach Bjorn Ommer ViT 141 3,015 0 17 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 297 4,082 0 20 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 750 41,796 0 22 Oct 2020
Diverse Image Generation via Self-Conditioned GANs Steven Liu Tongzhou Wang David Bau Jun-Yan Zhu Antonio Torralba SyDa 117 107 0 18 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 475 6,864 0 13 Jun 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 594 3,450 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 431 18,968 0 13 Feb 2020
Characterizing Structural Regularities of Labeled Data in Overparameterized Models Ziheng Jiang Chiyuan Zhang Kunal Talwar Michael C. Mozer TDI 68 104 0 08 Feb 2020
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 141 545 0 04 Jul 2019
High-Fidelity Image Generation With Fewer Labels Mario Lucic Michael Tschannen Marvin Ritter Xiaohua Zhai Olivier Bachem Sylvain Gelly GAN OOD 127 159 0 06 Mar 2019
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 296 5,415 0 28 Sep 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 184 1,906 0 15 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 422 10,386 0 10 Jul 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 269 9,512 0 09 Feb 2018
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification P. Helber B. Bischke Andreas Dengel Damian Borth 164 1,841 0 31 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 974 133,279 0 12 Jun 2017