Adobe, Inc.

Amine Ben Khalifa

Jayant Kumar

Kerem Can Turgutlu

Gaurav Kukal

Kannan Iyer

Rohith Mohan Dodle

Peter J Baust

Vera Lychagina

Sudhakar Pandey

Mina Doroudi

Archit Kalra

Tarun Vashisth

Sharad Mangalick

Vipul Dalal

Fengbin Chen

Venkat Barakam

Benjamin Leviant

Sumeet Zaverilal Gala

Systems and methods for information retrieval are described. Embodiments generate a dense embedding for each of a plurality of media objects to be searched, generate a sparse embedding for each of the media objects using an encoder that takes the dense embedding as an input, wherein the sparse embedding satisfies a sparsity constraint that is applied to at least one layer of the encoder during training, and perform a search on the plurality of media objects based at least in part on the sparse embedding.

Retrieval aware embedding

Disclosed are systems and methods for dynamically determining categories for images. A computer-implemented method may include training a neural network to receive an input image and determine one or more image categories associated with the input image; obtaining a set of images associated with a user; determining, using the trained neural network, one or more image categories associated with each image included in the obtained set of images; determining one or more dominant image categories associated with the user based on the determined image categories for the obtained set of images; and determining an image editing user interface for the user based on the determined one or more dominant image categories.

Systems and methods for dynamic image category determination

Disclosed are systems and methods for dynamically determining categories for images. A computer-implemented method includes training a neural network to receive an input image and determine one or more image categories associated with the input image; obtaining a set of images associated with a user; and determining, using the trained neural network, one or more image categories associated with each image included in the obtained set of images.

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San Jose, CA, United States of America

Amine Ben Khalifa