This book offers an overview of traditional big visual data analysis approaches and provides state-of-the-art solutions for several scene comprehension problems, indoor/outdoor classification, outdoorscene classification, and outdoor scene layout estimation. It is illustrated with numerous naturaland synthetic color images,and extensive statistical analysis is provided to help readers visualize big visualdata distribution and the associatedproblems. Although therehas been some research on big visual data analysis, little workhas been published on big image data distribution analysis using the modernstatistical approach described in thisbook. By presenting a complete methodology on big visual data analysis withthree illustrative scene comprehensionproblems, it provides ageneric framework that canbe applied to other big visual data analysis tasks.
Chen Chen is the author of two books of poetry, Your Emergency Contact Has Experienced an Emergency (2022) and When I Grow Up I Want to Be a List of Further Possibilities (2017), both published by BOA Editions and by Bloodaxe Books in the UK. His latest chapbook is Explodingly Yours (Ghost City Press, 2023). A Kundiman community member, his honors include the Thom Gunn Award, two Pushcart Prizes, the National Book Award longlist, and fellowships from the National Endowment for the Arts and United States Artists. His work appears in many publications, including three editions of The Best American Poetry and two editions of The Forward Book of Poetry. He teaches for the l0w-residency MFA programs at New England College, Stonecoast, and Antioch. He edits the online poetry journals, Underblong and the lickety~split. He holds an MFA from Syracuse University and a PhD from Texas Tech University. He lives in Rochester, NY with his partner, Jeff Gilbert, and their pug, Mr. Rupert Giles.