“SAM for us has saved our users 75 years of labeling time.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
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More from Isaac Robinson
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 RobinsonDec 22, 2024▶ 15:07Best of 2024 in Vision [LS Live @ NeurIPS]
AssertionNot 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 RobinsonDec 22, 2024▶ 0:49Best of 2024 in Vision [LS Live @ NeurIPS]
AssertionPartly supported
Robinson: 2024 DETR improvements are Pareto superior to YOLO
“And then how debtors are the improvements in 2024 to debtors that are making them a Pareto improvement to yellow base models.”
Isaac RobinsonDec 22, 2024▶ 1:28Best of 2024 in Vision [LS Live @ NeurIPS]
AssertionSupported
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 RobinsonDec 22, 2024▶ 17:10Best of 2024 in Vision [LS Live @ NeurIPS]
AssertionSupported
Robinson: Original DiT Research Showed Compute Scaling Outweighed Hyperparameters
“This is so interesting because the original diffusion transformer paper from Facebook actually showed that, in fact, the specific hyperparameters of the transformer didn't really matter that much. What mattered was that you were just increasing the amount of c…”
Isaac RobinsonDec 22, 2024▶ 6:39Best of 2024 in Vision [LS Live @ NeurIPS]
AssertionSupported
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 RobinsonDec 22, 2024▶ 15:36Best of 2024 in Vision [LS Live @ NeurIPS]
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