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Segment Anything

Alexander M. Kirillov; Eric Mintun; Nikhila Ravi; Hanzi Mao; Chloe Rolland; Laura Gustafson; Tete Xiao; Spencer Whitehead · OpenAlex · 2023

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We introduce the Segment Anything (SA) project: a new task, model, and dataset for image segmentation. Using our efficient model in a data collection loop, we built the largest segmentation dataset to date (by far), with over 1 billion masks on 11M licensed and privacy respecting images. The model is designed and trained to be promptable, so it can transfer zero-shot to new image distributions and tasks. We evaluate its capabilities on numerous tasks and find that its zero-shot performance is impressive – often competitive with or even superior to prior fully supervised results. We are releasing the Segment Anything Model (SAM) and corresponding dataset (SA-1B) of 1B masks and 11M images at segment-anything.com to foster research into foundation models for computer vision. We recommend reading the full paper at: arxiv.org/abs/2304.02643.

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APA 7

Kirillov, A. M, Mintun, E, Ravi, N, Mao, H, Rolland, C, Gustafson, L, Xiao, T, & Whitehead, S. (2023). Segment Anything. https://doi.org/10.1109/iccv51070.2023.00371

MLA

Kirillov, Alexander M, et al. "Segment Anything." 2023. https://doi.org/10.1109/iccv51070.2023.00371.

Chicago

Kirillov, Alexander M, Eric Mintun, Nikhila Ravi, Hanzi Mao, Chloe Rolland, Laura Gustafson, Tete Xiao, and Spencer Whitehead. 2023. "Segment Anything.". https://doi.org/10.1109/iccv51070.2023.00371.

Harvard

Kirillov, A. M. et al. 2023, Segment Anything, OpenAlex, available at: https://doi.org/10.1109/iccv51070.2023.00371 [Accessed 7 Aug. 2026].

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Title
Segment Anything
Author / contributors
Alexander M. Kirillov; Eric Mintun; Nikhila Ravi; Hanzi Mao; Chloe Rolland; Laura Gustafson; Tete Xiao; Spencer Whitehead
Publisher
OpenAlex
Publication year
2023
Language
English

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