Deformable GANs for Pose-based Human Image Generation

In this paper we address the problem of generating person images conditioned on a given pose. Specifically, given an image of a person and a target pose, we synthesize a new image of that person in the novel pose... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Pose Transfer Deep-Fashion Deformable GAN SSIM 0.756 # 6
IS 3.439 # 2
LPIPS 0.233 # 1
Retrieval Top10 Recall 30.07 # 2
Gesture-to-Gesture Translation NTU Hand Digit PoseGAN PSNR 29.5471 # 4
IS 2.4017 # 5
AMT 9.3 # 3
Gesture-to-Gesture Translation Senz3D PoseGAN PSNR 27.3014 # 3
IS 3.2147 # 5
AMT 8.6 # 3

Methods used in the Paper


METHOD TYPE
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