Is synthetic data from generative models ready for image recognition?

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Is synthetic data from generative models ready for image recognition?

International Conference on Learning Representations (ICLR), 2022

14 October 2022

Shuyang Sun

Xiaojuan Qi

ArXiv (abs)PDF HTML Github (183★)

Papers citing "Is synthetic data from generative models ready for image recognition?"

15 / 265 papers shown

Title
DiffusionSeg: Adapting Diffusion Towards Unsupervised Object Discovery Chaofan Ma Yu-Hao Yang Chen Ju Feifan Zhang Jinxian Liu Yu Wang Ya Zhang Yanfeng Wang DiffM 193 53 0 17 Mar 2023
Diffusion-HPC: Synthetic Data Generation for Human Mesh Recovery in Challenging DomainsInternational Conference on 3D Vision (3DV), 2023 Zhenzhen Weng Laura Bravo Sánchez Serena Yeung-Levy DiffM 204 3 0 16 Mar 2023
Synthetic Experience ReplayNeural Information Processing Systems (NeurIPS), 2023 Cong Lu Philip J. Ball Yee Whye Teh Jack Parker-Holder OffRL 508 109 0 12 Mar 2023
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few LabelsNeural Information Processing Systems (NeurIPS), 2023 Zebin You Yong Zhong Fan Bao Jiacheng Sun Chongxuan Li Jun Zhu DiffM VLM 496 50 0 21 Feb 2023
Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable Diffusion Jordan Shipard Arnold Wiliem Kien Nguyen Thanh Wei Xiang Clinton Fookes DiffM 365 93 0 07 Feb 2023
Effective Data Augmentation With Diffusion ModelsInternational Conference on Learning Representations (ICLR), 2023 Brandon Trabucco Kyle Doherty Max Gurinas Ruslan Salakhutdinov DiffM VLM 446 335 0 07 Feb 2023
Leaving Reality to Imagination: Robust Classification via Generated Datasets Hritik Bansal Aditya Grover OOD 294 111 0 05 Feb 2023
Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2023 Bohan Li Xiao Xu Xinghao Wang Yutai Hou Yunlong Feng Feng Wang Xuanliang Zhang Qingfu Zhu Wanxiang Che DiffM VLM 188 23 0 04 Feb 2023
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image GeneratorsInternational Conference on Machine Learning (ICML), 2022 Jianhao Yuan Francesco Pinto Adam Davies Juil Sock DiffM 344 17 0 21 Dec 2022
Fake it till you make it: Learning transferable representations from synthetic ImageNet clonesComputer Vision and Pattern Recognition (CVPR), 2022 Mert Bulent Sariyildiz Alahari Karteek Diane Larlus Yannis Kalantidis DiffM VLM 321 201 0 16 Dec 2022
SuS-X: Training-Free Name-Only Transfer of Vision-Language ModelsIEEE International Conference on Computer Vision (ICCV), 2022 Vishaal Udandarao Ankush Gupta Samuel Albanie VLM MLLM 399 140 0 28 Nov 2022
Expanding Small-Scale Datasets with Guided ImaginationNeural Information Processing Systems (NeurIPS), 2022 Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 460 65 0 25 Nov 2022
Diffusion Models: A Comprehensive Survey of Methods and ApplicationsACM Computing Surveys (ACM CSUR), 2022 Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Tengjiao Wang Ming-Hsuan Yang DiffM MedIm 1.3K 1,855 0 02 Sep 2022
CLIP-Adapter: Better Vision-Language Models with Feature AdaptersInternational Journal of Computer Vision (IJCV), 2021 Shiyang Feng Shijie Geng Renrui Zhang Teli Ma Rongyao Fang Zelong Li Jiaming Song Yu Qiao VLM CLIP 1.1K 1,413 0 09 Oct 2021
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