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Jan, 2022
BigDatasetGAN: 使用像素级别注释合成 ImageNet 数据集
BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations
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Daiqing Li, Huan Ling, Seung Wook Kim, Karsten Kreis, Adela Barriuso...
TL;DR
本文旨在利用GAN生成的图片数据集创建像素级别标注,从而用于预训练,在多个下游任务上取得了较好性能,同时提出了一个基于ImageNet的像素级别分割性能评估基准,并提供了类似排行榜的工具
Abstract
Annotating images with pixel-wise labels is a time-consuming and costly process. Recently, DatasetGAN showcased a promising alternative - to synthesize a large
labeled dataset
via a
generative adversarial network
→