IMAGINE: Image Synthesis by Image-Guided Model Inversion
Pei Wang, Yijun Li, Krishna Kumar Singh, Jingwan Lu, Nuno Vasconcelos
2021Year
7Top-tier citations
Abstract
Reference image Random samples generated by a reference image Figure 1: Results from our proposed IMAGINE -the first attempt to use classifier inversion for reference-guided image generation.
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Install the CLIlune papers fulltext a811e22d-3ce4-40e1-bb76-414d30ab5a39Cited by top-tier papers7
- Expanding Small-Scale Datasets with Guided ImaginationYifan Zhang, Daquan Zhou, Bryan Hooi, Kai Wang et al.NeurIPS 2023 · 84 citations
- DISCO: Adversarial Defense with Local Implicit FunctionsChih-Hui Ho, Nuno VasconcelosNeurIPS 2022 · 65 citations
- NaturalInversion: Data-Free Image Synthesis Improving Real-World ConsistencyYujin Kim, Dogyun Park, Dohee Kim, Suhyun KimAAAI 2022 · 13 citations
- MAGIC: Mask-Guided Image Synthesis by Inverting a Quasi-robust ClassifierMozhdeh Rouhsedaghat, Masoud Monajatipoor, C.-C. Jay Kuo, Iacopo MasiAAAI 2023 · 9 citations
- DataFreeShield: Defending Adversarial Attacks without Training DataHyeyoon Lee, Kanghyun Choi, Dain Kwon, Sunjong Park et al.ICML 2024 · 1 citation
Builds on10
- Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?Rameen Abdal, Yipeng Qin, Peter WonkaICCV 2019 · 1,195 citations
- SinGAN: Learning a Generative Model From a Single Natural ImageTamar Rott Shaham, Tali Dekel, Tomer MichaeliICCV 2019 · 933 citations
- Seeing What a GAN Cannot GenerateDavid Bau, Jun-Yan Zhu, Jonas Wulff, William S. Peebles et al.ICCV 2019 · 342 citations
- InGAN: Capturing and Retargeting the "DNA" of a Natural ImageAssaf Shocher, Shai Bagon, Phillip Isola, Michal IraniICCV 2019 · 146 citations
- SCOUT: Self-Aware Discriminant Counterfactual ExplanationsPei Wang, Nuno VasconcelosCVPR 2020
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