computer vision

2 statements across 2 episodes · 1 bullish · 1 bearish · 2 people on the record · first statement Dec 18, 2025 by Pengchuan Zhang · across every show →

Everything said about computer vision, oldest first

Dec 18, 2025 bullish
Insight
Zhang: Superhuman computer vision requires RLHF rather than human SFT data
“But if you only do SFT and the SFT data is annotated by human, then your performance is funded by human. You cannot get, kind of, superhuman performance just by, kind of, this kind of data engine approach to use human annotated data and then learn from that. Y…”
Pengchuan Zhang Dec 18, 2025 ▶ 44:33 SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)
Apr 2, 2026 bearish
Opinion
Manning: Vision understanding stalled; language does 90% of work in VLMs
“I mean, I think it's fair to say that, you know, vision understanding sort of stalled out, right? You got to object recognition, and then progress just wasn't being made, right? If you look at any of these vision language models, it's the language that's doing…”
Chris Manning Apr 2, 2026 ▶ 5:02 Moonlake: Interactive, Multimodal World Models — with Chris Manning and Fan-yun Sun
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