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• W2897110533 abstract "To synthesize high-quality person images with arbitrary poses is challenging. In this paper, we propose a novel Multi-scale Conditional Generative Adversarial Networks (MsCGAN), aiming to convert the input conditional person image to a synthetic image of any given target pose, whose appearance and the texture are consistent with the input image. MsCGAN is a multi-scale adversarial network consisting of two generators and two discriminators. One generator transforms the conditional person image into a coarse image of the target pose globally, and the other is to enhance the detailed quality of the synthetic person image through a local reinforcement network. The outputs of the two generators are then merged into a synthetic, discriminant and high-resolution image. On the other hand, the synthetic image is downsampled to multiple resolutions as the input to multi-scale discriminator networks. The proposed multi-scale generators and discriminators handling different levels of visual features can benefit to synthesizing high-resolution person images with realistic appearance and texture. Experiments are conducted on the Market-1501 and DeepFashion datasets to evaluate the proposed model, and both qualitative and quantitative results demonstrate the superior performance of the proposed MsCGAN." @default.
• W2897110533 created "2018-10-26" @default.
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• W2897110533 date "2018-10-19" @default.
• W2897110533 modified "2023-09-24" @default.
• W2897110533 title "MsCGAN: Multi-scale Conditional Generative Adversarial Networks for Person Image Generation" @default.
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• W2897110533 doi "https://doi.org/10.48550/arxiv.1810.08534" @default.
• W2897110533 hasPublicationYear "2018" @default.
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