“Now that you've kind of given this open text box for media, there's going to be a flood of the types of things users are going to want to try to do, some of which SAM is already going to be really well adapted to do, some of which not.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
(the analysis reads context, assessments check outside sources). how →
More from Joseph Nelson
AssertionNot checkable as stated
Nelson: Users Ran 8 Million Inferences in SAM 3's First Five Days
“I mean, in the first five days of SAM three, there was like eight million inferences of folks that were running across all diverse sets of fields.”
Joseph NelsonDec 18, 2025▶ 16:57SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)
Insight
Nelson: A Single Negative Example Goes a Long Way in Vision Fine-Tuning
“I can offer anecdotally that a single negative example goes a long way.”
Joseph NelsonDec 18, 2025▶ 20:32SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)
Insight
Nelson: Last-mile computer vision requires aligning intention, not knowledge
“And so this is why, like, in some ways human in the loop, because identifying human intention, not necessarily human knowledge is what's going to be important for a lot of last mile use.”
Joseph NelsonDec 18, 2025▶ 1:10:31SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)
Insight
Production computer vision still requires user prompting to isolate targets
“But even if you had, like, a perfect SAM, like an omniscient SAM that could see every segment in every domain with all pixels perfectly outlined, in production, you still need some way to almost, like, signal to the model what you care about.”
Joseph NelsonAug 7, 2024▶ 11:53Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson
Opinion
Segment Anything models underperform compared to other models on screenshots
“And one place where, interestingly, segment anything may be less performant than other models is handling screenshots.”
Joseph NelsonAug 7, 2024▶ 32:51Segment Anything 2: Memory + Vision = Object Permanence — with Nikhila Ravi and Joseph Nelson
AssertionNot checkable as stated
Nelson: Millions of developers and half the Fortune 100 use Roboflow
“Now, millions of developers, half the Fortune 100, build with RoboFlow's tools and infrastructure to create and deploy models to production.”
Joseph NelsonDec 18, 2025▶ 3:44SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)
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