SAM 3
also referred to as: sam-3
includes SAM 3 Body, SAM 3 Objects
15 statements across 1 episodes · 7 bullish · 0 bearish · 3 people on the record · first statement Dec 18, 2025 by Pengchuan Zhang · said 42 times in 1 episodes since 2025 · across every show →
Mentions by year, the whole family
brought up most by Nikhila Ravi (16), Joseph Nelson (14), Pengchuan Zhang (3)
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Everything said about SAM 3, oldest first
Dec 18, 2025 neutral
Zhang: SA-Co Benchmark Will Likely Outlast SAM 3
“I would say that it's likely that the benchmark will last longer than our Samsung model. Maybe kind of next year there will be a stronger model, but the benchmark is kind of the one that I hope to guide the community to kind of get better and better models kin…”
Dec 18, 2025 bullish
Dec 18, 2025
Dec 18, 2025 neutral
Dec 18, 2025 positive
Ravi: Meta built SAM 3 using open-source community contributions to SAM 2
“In SAM-III we did leverage many of the open source contributions people have made on top of SAM-II.
There were new data sets, there were new benchmarks,
There were new kind of inference time optimizations.
We adopt a lot of the things that the community builds…”
Dec 18, 2025
Dec 18, 2025 neutral
Nelson: SAM 3 Open Text Boxes Will Trigger Many Unprimed User Queries
“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.”
Dec 18, 2025 neutral
Dec 18, 2025 bullish
Zhang: AI models will handle simple vision natively, using tools for complexity
“I think at least I want to bet on, you know, running their work natively together, the future for simple, I would say for simple or even intermediate difficult vision tasks. For example, kind of counting with less than 20 objects. I think for this kind of simp…”
Dec 18, 2025 neutral
Zhang: Video tracking requires trading streaming latency for temporal accuracy
“So there is a trade off between kind of the kind of the latency and the accuracy here. If you care more about accuracy, then you can use kind of this kind of overall kind of information can all cause the mass net. To get kind of more robust signal about the co…”
Dec 18, 2025
Ravi: Detection and tracking must decouple due to conflicting representation needs
“The detector needs to be identity agnostic. So if you have a concept dog, it needs to be able to find all instances of that dog. And it needs to sort of have this representation of dog that is the same for all dogs. But when you're tracking those dogs through …”
Dec 18, 2025 positive
Dec 18, 2025 bullish
Ravi: SAM 3 matches or beats single-task vision SOTA models
“We are really having a unified model that can do many different tasks in the same unified architecture. And so, you know, then the same way that LLMs can do many different tasks without needing a task-specific model. Like with SAM-III, we're able to do image-p…”
Dec 18, 2025 positive
Zhang: Fine-Tuned Llama 3.2 Achieved Superhuman Vision Verification Performance
“We kind of fine-tune our, kind of, for example, NAMA's 3.2 with our, kind of, verification, human annotated verification data. We get, kind of, superhuman performance on these two verification tasks, and then we do not need human on these two tasks. Let's furt…”
Dec 18, 2025 positive
Nelson: Roboflow users overwhelmingly voted for SAM 3 in blind pre-release testing
“That's actually interesting because we had blind tested SAM three before it was released, not a SAM three, just for people to try and compare. I think we call it like a potential SAG or SAG preview or something. And we allowed users to vote and they kind of un…”