data-driven 3d primitives for single image understanding ...dfouhey/3dp/art.pdf · data-driven 3d...

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Data-Driven 3D Primitives for Single Image Understanding Selected Art Examples David F. Fouhey, Abhinav Gupta, Martial Hebert Here, we provide a few examples of the system run on selected pieces of art for fun. The system works remarkably well on some pictures (and like David, it seems to like Edward Hopper), although it struggles on many pictures as well. In many cases (including images not shown), it decides not to predict such as on Above Eternal Peace by Levitan. Note that this is frequently the correct decision. The mistakes, however, are often interesting: the textured robes in Fra Angelico’s Annunciation are confused for a chair; and the middle parts of the cabinet in Matisse’s Woman Reading are confused multiple times for the intersection of a piece of furniture and the floor. Input Sparse (0.85) Sparse (0.65) Edward Hopper, Summertime, 1943 Edward Hopper, South Carolina Morning, 1955 Henri Matisse, Woman Reading, 1894 Isaac Levitan, Above Eternal Peace, 1894 1

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Page 1: Data-Driven 3D Primitives for Single Image Understanding ...dfouhey/3DP/art.pdf · Data-Driven 3D Primitives for Single Image Understanding ... Cafe Terrace at Night, 1888 Edward

Data-Driven 3D Primitives for Single Image UnderstandingSelected Art Examples

David F. Fouhey, Abhinav Gupta, Martial Hebert

Here, we provide a few examples of the system run on selected pieces of art for fun. The system works remarkably well on somepictures (and like David, it seems to like Edward Hopper), although it struggles on many pictures as well. In many cases (includingimages not shown), it decides not to predict such as on Above Eternal Peace by Levitan. Note that this is frequently the correct decision.The mistakes, however, are often interesting: the textured robes in Fra Angelico’s Annunciation are confused for a chair; and the middleparts of the cabinet in Matisse’s Woman Reading are confused multiple times for the intersection of a piece of furniture and the floor.

Input Sparse (0.85) Sparse (0.65)Edward Hopper, Summertime, 1943

Edward Hopper, South Carolina Morning, 1955

Henri Matisse, Woman Reading, 1894

Isaac Levitan, Above Eternal Peace, 1894

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Page 2: Data-Driven 3D Primitives for Single Image Understanding ...dfouhey/3DP/art.pdf · Data-Driven 3D Primitives for Single Image Understanding ... Cafe Terrace at Night, 1888 Edward

Input Sparse (0.85) Sparse (0.65)Edward Hopper, Excursion into Philosophy, 1959

Edward Hopper, Hotel Window, 1955

Paul Cezanne, Paul Alexis Reading a Manuscript to Zola, 1969

Giotto, Annunciation to St. Anne, c. 1305

Fra Angelico, Annunciation, c. 1450

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Page 3: Data-Driven 3D Primitives for Single Image Understanding ...dfouhey/3DP/art.pdf · Data-Driven 3D Primitives for Single Image Understanding ... Cafe Terrace at Night, 1888 Edward

Input Sparse (0.85) Sparse (0.65)Ilya Repin, Unexpected Return, 1884

Vincent Van Gogh, Cafe Terrace at Night, 1888

Edward Hopper, Hotel Room, 1931

Vincent Van Gogh, The Night Cafe, 1888

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