Progressive Face Super-Resolution via Attention to Facial Landmark

22 Aug 2019 Deokyun Kim Minseon Kim Gihyun Kwon Dae-shik Kim

Face Super-Resolution (SR) is a subfield of the SR domain that specifically targets the reconstruction of face images. The main challenge of face SR is to restore essential facial features without distortion... (read more)

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Datasets


Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Face Alignment CelebA + AFLW Unaligned Progressive Face SR MOS 3.73 # 1
MS-SSIM 0.897 # 1
PSNR 22.96 # 1
SSIM 0.695 # 1
Face Alignment CelebA Aligned Progressive Face SR MOS 3.73 # 1
MS-SSIM 0.902 # 1
PSNR 22.66 # 1
SSIM 0.685 # 1

Methods used in the Paper


METHOD TYPE
Heatmap
Output Functions