YOLO

also referred to as: yolos

5 statements across 1 episodes · 3 bullish · 1 bearish · 1 people on the record · first statement Dec 22, 2024 by Isaac Robinson · said 13 times in 2 episodes since 2023 · across every show →

Mentions by year

brought up most by Isaac Robinson (11), George Hotz (2)

tap a year for its mentions
008115120232024episodesmentions
01120232024episodes it came up in
007.50.515120232024episodesmentions per episode
2024 11 mentions in 1 episode
2023 2 mentions in 1 episode

every mention, scene by scene, with the transcript →

Everything said about YOLO, oldest first

Dec 22, 2024 bullish
Assertion Supported
Robinson: Factoring in NMS Latency Shows DETRs Outperform YOLO
“Once you include the NMS in the latency calculation, you see that, in fact, these debtors are outperforming, at least at this time, the yellows that existed.”
Isaac Robinson Dec 22, 2024 ▶ 17:10 Best of 2024 in Vision [LS Live @ NeurIPS]
Dec 22, 2024 bullish
Assertion Supported
Robinson: D-FINE models achieve +4.6 AP over YOLO at equivalent latency
“So, we can look here and see the yellow series has this plateau and then these RT debtor, LW debtor and define have meaningfully changed that plateau so that in fact the best defined models are plus 4.6 AP on Coco at the same latency.”
Isaac Robinson Dec 22, 2024 ▶ 15:36 Best of 2024 in Vision [LS Live @ NeurIPS]
Dec 22, 2024 bearish
Opinion
Robinson: YOLO architectures have hit a performance plateau
“So, for years, yellows have been the dominant way of doing real time object detection, and we can see here that they've essentially stagnated. The performance between 10 and 11 is not meaningfully different. At least, you know, in, in this type of high level c…”
Isaac Robinson Dec 22, 2024 ▶ 15:07 Best of 2024 in Vision [LS Live @ NeurIPS]
Dec 22, 2024 positive
Assertion Not checkable as stated
Robinson: DETRs are replacing YOLO in real-time object detection
“And then also how debtors are starting to take over the real time object detection scene from YOLOs which have been dominant for years.”
Isaac Robinson Dec 22, 2024 ▶ 0:49 Best of 2024 in Vision [LS Live @ NeurIPS]
Dec 22, 2024 neutral
Assertion Supported
Robinson: YOLO and real-time detectors historically gained little from pre-training
“And the other thing is, until recently, the real time object detectors didn't even really benefit from pre-training. Like, you see the Yolos that are, like, essentially saturated showing very little difference with pretraining improvements with using pretraine…”
Isaac Robinson Dec 22, 2024 ▶ 41:00 Best of 2024 in Vision [LS Live @ NeurIPS]
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 200 episodes transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.