01.JPG Text: But the dogs heard the man and came running. The man wanted the dogs to stay away. The man was afraid for the dogs. Highlighted text: But the [dogs] heard the [man] and came running. The man wanted the dogs to stay away. The man was afraid for the dogs. Image Result Images: dogs - one dog, man - a man doing some archeological excavation work. Keyword extraction: could not really do any better here, since there are only two nouns. Image selection: could be better, though, as there should be multiple dogs, and the man picture isn't really that clear. 02.JPG Bear cleaned the dirty house, and washed all the dirty socks. Highlighted text: [Bear] cleaned the dirty [house], and washed all the dirty [socks]. Image Result Keyword extraction: Picked all the nouns, but the adjective 'dirty' got ignored because 'dirty house' and 'dirty socks' are not picturable enough. Including these could potentially make the action in the image clearer, or including 'cleaned' and 'washed' in some form. Image selection: The images picked were quite good. 03.JPG Rabbit came to a school yard. Boys and girls were playing in the yard. Highlighted text: [Rabbit] came to a [school yard]. [Boys] and [girls] were playing in the [yard]. Image Result Keyword extraction: Seems very good, except perhaps separating school and yard would be more sensible so we'd have a school image, and one single yard image. Or perhaps we want to ignore any tokens that are subsumed by another larger phrase (i.e., ignore 'yard' because 'school yard' is selected). Image selection: The rabbit and girl images are not accurate. 04.JPG The next day there are more sticks on the dock, and a big branch, too. The mom, dad, and daughter take the sticks away. The mom, dad, and daughter drag the branch away. Highlighted text: The next day there are more [sticks] on the [dock], and a big branch, too. The [mom], [dad], and [daughter] take the sticks away. The mom, dad, and daughter drag the branch away. Image Result Keyword extraction: The words seem to be the most important ones, though 'branch' or even 'big branch' would have been good to include. This suggests the fraction of words included was not high enough. Image selection: The 'dock' image is very good, 'daughter' is ok, but the others are not accurate. 05.JPG Whir--r! Whirr-rr! There go two more traffic officers! They ride in a helicopter. One policeman is the pilot. The other policeman watches the road. Highlighted text: [Whir--r]! [Whirr-rr]! There go two more traffic officers! They ride in a [helicopter]. One [policeman] is the [pilot]. The other policeman watches the [road]. Image Result Keyword extraction: Not sure why the 'whir' words got selected, but the others are all relevant. 'Traffic officers' probably should have also been selected, so maybe we need to include a higher fraction of words. Image selection: Helicopter and road are good images, but the rest are not accurate. 06.JPG Then the chimp colored a picture in his Color-Me-Nice coloring book. The chimp colored a picture of a boy holding a teddy bear. Highlighted text: Then the [chimp] colored a [picture] in his Color-Me-Nice [coloring] book. The chimp colored a picture of a [boy] holding a [teddy bear]. Image Result Keyword extraction: Pretty good, except not enough terms were included, so 'book' got left out, whereas it should have been included to form 'coloring book' Image selection: Chimp is great, while the others are not very accurate. 07.JPG At the library, Clifford tried not to scratch. But he was so itchy! He rolled over and over. Highlighted text: At the [library], [Clifford] tried not to scratch. But he was so itchy! He rolled over and over. Image Result Keyword extraction: Not many nouns to select, but we got them all. (I left Clifford since he's recognizable enough to find a real image on the Web.) Image selection: The library image is not great, but the Clifford image is on target.