By looking at the politics of classification within machine learning systems, this article demonstrates why the automated interpretation of images is an inherently social and political project. We begin by asking what work images do in computer vision systems, and what is meant by the claim that computers can “recognize” an image? Next, we look at the method for introducing images into computer systems and look at how taxonomies order the foundational concepts that will determine how a system interprets the (...) world. Then we turn to the question of labeling: how humans tell computers which words will relate to a given image. What is at stake in the way AI systems use these labels to classify humans, including by race, gender, emotions, ability, sexuality, and personality? Finally, we turn to the purposes that computer vision is meant to serve in our society—the judgments, choices, and consequences of providing computers with these capacities. Methodologically, we call this an archeology of datasets: studying the material layers of training images and labels, cataloguing the principles and values by which taxonomies are constructed, and analyzing how these taxonomies create the parameters of intelligibility for an AI system. By doing this, we can critically engage with the underlying politics and values of a system, and analyze which normative patterns of life are assumed, supported, and reproduced. (shrink)

Objectivity has a history, and it is full of surprises. In Objectivity, Lorraine Daston and Peter Galison chart the emergence of objectivity in the mid-nineteenth-century sciences--and show how the concept differs from its alternatives, truth-to-nature and trained judgment. This is a story of lofty epistemic ideals fused with workaday practices in the making of scientific images. From the eighteenth through the early twenty-first centuries, the images that reveal the deepest commitments of the empirical sciences--from anatomy to crystallography--are those featured in (...) scientific atlases, the compendia that teach practitioners what is worth looking at and how to look at it. Galison and Daston use atlas images to uncover a hidden history of scientific objectivity and its rivals. Whether an atlas maker idealizes an image to capture the essentials in the name of truth-to-nature or refuses to erase even the most incidental detail in the name of objectivity or highlights patterns in the name of trained judgment is a decision enforced by an ethos as well as by an epistemology. As Daston and Galison argue, atlases shape the subjects as well as the objects of science. To pursue objectivity--or truth-to-nature or trained judgment--is simultaneously to cultivate a distinctive scientific self wherein knowing and knower converge. Moreover, the very point at which they visibly converge is in the very act of seeing not as a separate individual but as a member of a particular scientific community. Embedded in the atlas image, therefore, are the traces of consequential choices about knowledge, persona, and collective sight. Objectivity is a book addressed to anyone interested in the elusive and crucial notion of objectivity-- and in what it means to peer into the world scientifically. Lorraine Daston is Director at the Max Planck Institute for the History of Science in Berlin, Germany. She is the coauthor of Wonders and the Order of Nature, 1150-1750 and the editor of Things That Talk: Object Lessons from Art and Science. Peter Galison is Pellegrino University Professor of the History of Science and of Physics at Harvard University. He is the author of Einstein's Clocks, Poincaré's Maps: Empires of Time, How Experiments End, and Image and Logic: A Material Culture of Microphysics, and other books, and coeditor of The Architecture of Science. (shrink)

The Body Multiple is an extraordinary ethnography of an ordinary disease. Drawing on fieldwork in a Dutch university hospital, Annemarie Mol looks at the day-to-day diagnosis and treatment of atherosclerosis. A patient information leaflet might describe atherosclerosis as the gradual obstruction of the arteries, but in hospital practice this one medical condition appears to be many other things. From one moment, place, apparatus, specialty, or treatment, to the next, a slightly different “atherosclerosis” is being discussed, measured, observed, or stripped away. (...) This multiplicity does not imply fragmentation; instead, the disease is made to cohere through a range of tactics including transporting forms and files, making images, holding case conferences, and conducting doctor-patient conversations. The Body Multiple juxtaposes two distinct texts. Alongside Mol’s analysis of her ethnographic material—interviews with doctors and patients and observations of medical examinations, consultations, and operations—runs a parallel text in which she reflects on the relevant literature. Mol draws on medical anthropology, sociology, feminist theory, philosophy, and science and technology studies to reframe such issues as the disease-illness distinction, subject-object relations, boundaries, difference, situatedness, and ontology. In dialogue with one another, Mol’s two texts meditate on the multiplicity of reality-in-practice. Presenting philosophical reflections on the body and medical practice through vivid storytelling, The Body Multiple will be important to those in medical anthropology, philosophy, and the social study of science, technology, and medicine. (shrink)

Texte d'esthétique, d'histoire de l'art mais également de réflexion sur la finitude humaine.

With photographs by Louise Lawler On the Museum's Ruins presents Douglas Crimp's criticism of contemporary art, its institutions, and its politics alongside photographic works by the artist Louise Lawler to create a collaborative project that is itself an example of postmodern practice at its most provocative. Taking the museum as the paradigmatic institution of artistic modernism, Crimp surveys its historical origins and current transformations, from the plans for the Berlin Museum in the 1820s to reinstallations of New York's Metropolitan Museum (...) of Art and Museum of Modem Art in the 1980s. But it is the breakup of this modernist paradigm that is the central subject of On the Museum's Ruins. The new paradigm of postmodemism is elaborated through analyses of art practices broadly conceived, not only the practices of artists Robert Rauschenberg, Cindy Sherman, Marcel Broodthaers, Richard Serra, Sherrie Levine, and Robert Mapplethorpe - but those of critics and curators, of international exhibitions such as Documenta and Zeitgeist, of new or refurbished museums such as the Staatsgalerie in Stuttgart and the Martin-Gropius-Bau in Berlin. Louise Lawler's photographs expand the investigation to include private and corporate collecting, art auctions, and the banishment of objects to museum storage. Douglas Crimp is Visiting Professor of Visual and Cultural Studies at the University of Rochester and Visiting Professor of Lesbian and Gay Studies at Sarah Lawrence College. His previous books include Aids: Cultural Analysisl/Cultural Activism and AIDS Demo Graphics. The essays: Photographs at the End of Modernism. On the Museum's Ruins. The Museum's Old, the Library's New Subject. The End of Painting. The Photographic Activity of Postmodernism. Appropriating Appropriation. Redefining Site Specificity. This Is Not a Museum of Art. The Art of Exhibition. The Postmodern Museum. (shrink)