SAM II

product on 1 show · 4 statements across 2 episodes

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4 statements about SAM II, every show

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Ravi: SAM 3 concept prompting eliminates manual per-instance clicking
“Essentially, idea of a concept prompt opens up the ability to find all instances of an object category without having to manually click on every single instance, as you would have had to do if you were using SAM-II or SAM-I.”
Nikhila Ravi Dec 18, 2025 ▶ 6:21 SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)
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SAM 2 outperforms SAM on video frames due to differing data distributions
“And we find that actually SAM-II is a lot better than SAM when it comes to segmenting objects in video frames, because they actually have a sort of slightly different distribution than images.”
Nikhila Ravi Aug 7, 2024 ▶ 56:51 Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson
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The three-phase architecture evolution of Meta's SAM 2 data engine
“We started with just SAM. We apply SAM per frame. That's like the most basic way of extending SAM to video. Then the most obvious thing to do is to take the output masks from SAM and then provide it as input into a video object segmentation model that takes th…”
Nikhila Ravi Aug 7, 2024 ▶ 37:03 Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson
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Ravi: SAM 2 tracks moving octopus tentacles zero-shot in underwater video
“There's like underwater videos that it works actually really well for, even though we, models never really seen an octopus before. And octopus have a lot of Moving parts that SAM-II can actually quite effectively keep track of all the different tentacles.”
Nikhila Ravi Aug 7, 2024 ▶ 14:57 Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson

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