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BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations [article]

Daiqing Li, Huan Ling, Seung Wook Kim, Karsten Kreis, Adela Barriuso, Sanja Fidler, Antonio Torralba
2022
Annotating images with pixel-wise labels is a time-consuming and costly process.  ...  Through an extensive ablation study we show big gains in leveraging a large generated dataset to train different supervised and self-supervised backbone models on pixel-wise tasks.  ...  BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations Supplementary Material A. BigDatasetGAN Implementation Details A. 1. BigGAN Training.  ... 
doi:10.48550/arxiv.2201.04684 fatcat:47nypvkkfjgzrifdtvid4zwf5e