Dataset Examples ― "Transforming Faces Through Time"
Below, we visualize 100 random examples of faces from our Faces Through Time validation set and their transformations to decades from 1880 to 2010 using our method. We highlight our method's inversions with red boxes.
You may also view a larger visualization (of 1400 examples from our validation set) here — clicking this link loads 2 GB of data! Recommonded: open this link in incognito mode to prevent browser caching and slowness.
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1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
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Ours StarGAN v2 SAM StyleCLIP
Input (1990)
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Input (1990)
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Input (1880)
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Input (1900)
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Input (2000)
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Input (2010)
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Input (1980)
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Input (1990)
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Input (1880)
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Input (1950)
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Input (1900)
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Input (1990)
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Input (1890)
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Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1900)
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Input (1990)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1930)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1890)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1990)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1950)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1900)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1990)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1900)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1890)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1950)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1960)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1990)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1940)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1950)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1960)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1940)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1890)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1950)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1930)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1900)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1930)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1940)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1960)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1970)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1890)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1930)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1890)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1890)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1970)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1960)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1970)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1940)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1990)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1940)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1900)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1930)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2010)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1880)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1930)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1920)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1900)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1970)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1910)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (2000)
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Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Input (1980)
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010