DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort

13 April 2021

Jean-Francois Lafleche

Adela Barriuso

Antonio Torralba

Sanja Fidler

Papers citing "DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort"

50 / 51 papers shown

Title
SynRES: Towards Referring Expression Segmentation in the Wild via Synthetic Data Dong-Hee Kim Hyunjee Song Donghyun Kim 178 0 0 23 May 2025
SeaLion: Semantic Part-Aware Latent Point Diffusion Models for 3D Generation Dekai Zhu Yan Di Stefan Gavranovic Slobodan Ilic DiffM 794 0 0 23 May 2025
Diffusion on Graph: Augmentation of Graph Structure for Node Classification Yancheng Wang Changyu Liu Yingzhen Yang DiffM GNN 159 0 0 16 Mar 2025
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data Haoxin Li Boyang Li CoGe 98 0 0 03 Mar 2025
SpaceMesh: A Continuous Representation for Learning Manifold Surface Meshes Tianchang Shen Zheng Li Marc Law Matan Atzmon Sanja Fidler James Lucas Jun Gao Nicholas Sharp 3DH 53 4 0 30 Sep 2024
DIAGen: Semantically Diverse Image Augmentation with Generative Models for Few-Shot Learning Tobias Lingenberg Markus Reuter Gopika Sudhakaran Dominik Gojny Stefan Roth Simone Schaub-Meyer DiffM 74 3 0 26 Aug 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Eyal Michaeli Ohad Fried 70 1 0 20 Jun 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 60 1 0 09 Jun 2024
Tiny models from tiny data: Textual and null-text inversion for few-shot distillation Erik Landolsi Fredrik Kahl DiffM 76 1 0 05 Jun 2024
Explore In-Context Segmentation via Latent Diffusion Models Chaoyang Wang Xiangtai Li Henghui Ding Lu Qi Jiangning Zhang Yunhai Tong Chen Change Loy Shuicheng Yan DiffM 95 6 0 14 Mar 2024
FIND: An Unsupervised Implicit 3D Model of Articulated Human Feet Oliver Boyne James Charles R. Cipolla 3DH 48 4 0 21 Oct 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 177 30,069 0 01 Mar 2022
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Daiqing Li Junlin Yang Karsten Kreis Antonio Torralba Sanja Fidler GAN MedIm 98 185 0 12 Apr 2021
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering Yuxuan Zhang Wenzheng Chen Huan Ling Jun Gao Yinan Zhang Antonio Torralba Sanja Fidler DRL 112 139 0 18 Oct 2020
Fed-Sim: Federated Simulation for Medical Imaging Daiqing Li Amlan Kar Nishant Ravikumar Alejandro F Frangi Sanja Fidler FedML MedIm AI4CE 37 21 0 01 Sep 2020
Meta-Sim2: Unsupervised Learning of Scene Structure for Synthetic Data Generation Jeevan Devaranjan Amlan Kar Sanja Fidler 40 88 0 20 Aug 2020
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning Zhanghan Ke Di Qiu Kaican Li Qiong Yan Rynson W. H. Lau 42 247 0 12 Aug 2020
Learning High-Resolution Domain-Specific Representations with a GAN Generator Danil Galeev Konstantin Sofiiuk D. Rukhovich Mikhail Romanov O. Barinova Anton Konushin GAN 54 15 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 278 6,718 0 13 Jun 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 260 18,607 0 13 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 140 3,524 0 21 Jan 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 77 1,448 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 115 12,007 0 13 Nov 2019
Self-Ensembling with GAN-based Data Augmentation for Domain Adaptation in Semantic Segmentation Jaehoon Choi Taekyung Kim Changick Kim 51 243 0 02 Sep 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 50 374 0 15 Aug 2019
Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer Wenzheng Chen Jun Gao Huan Ling Edward James Smith J. Lehtinen Alec Jacobson Sanja Fidler 3DH 3DV 67 362 0 03 Aug 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 133 2,385 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 165 1,463 0 03 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 123 3,009 0 06 May 2019
Meta-Sim: Learning to Generate Synthetic Datasets Amlan Kar Aayush Prakash Ming-Yuan Liu Eric Cameracci Justin Yuan Matt Rusiniak David Acuna Antonio Torralba Sanja Fidler 95 248 0 25 Apr 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 510 10,500 0 12 Dec 2018
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 110 1,283 0 30 Nov 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 224 5,363 0 28 Sep 2018
Cost-Sensitive Active Learning for Intracranial Hemorrhage Detection Weicheng Kuo Christian Häne E. Yuh P. Mukherjee Jitendra Malik OOD 46 98 0 08 Sep 2018
Multi-modal Cycle-consistent Generalized Zero-Shot Learning Rafael Felix B. V. Kumar Ian Reid G. Carneiro GAN 43 354 0 01 Aug 2018
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Xu Ji João F. Henriques Andrea Vedaldi SSL VLM 62 846 0 17 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 233 10,152 0 10 Jul 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 95 549 0 22 Feb 2018
Image to Image Translation for Domain Adaptation Zak Murez Soheil Kolouri D. Kriegman R. Ramamoorthi Kyungnam Kim OOD 38 528 0 01 Dec 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 107 7,318 0 27 Oct 2017
Generating Visual Representations for Zero-Shot Classification Max Bucher Stéphane Herbin F. Jurie VLM 53 152 0 23 Aug 2017
Active Learning for Convolutional Neural Networks: A Core-Set Approach Ozan Sener Silvio Savarese SSL 32 49 0 01 Aug 2017
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 157 4,331 0 20 Mar 2017
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 306 1,275 0 06 Mar 2017
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 64 722 0 25 Nov 2016
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 329 1,850 0 18 Aug 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 187 18,136 0 02 Jun 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 691 11,540 0 06 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 214 8,351 0 28 Nov 2014