{
  "title": "Test pretraining with transfer",
  "caption": "Author-created explanation from the cited ImageNet slide and this essay’s transfer proposal. The diagram does not show original example photos or prediction bars. The lower row gives proposed acceptance tests. It is not evidence of a world model’s ImageNet-like transfer. Source: Xavier Giro-i-Nieto's slides. The playback is an example. Animation time is not measured runtime.",
  "alt": "Transfer comparison: ImageNet pretraining helps new visual tasks. Tests of held-out control are necessary for proposed action-data pretraining.",
  "sources": [
    "https://www.slideshare.net/slideshow/image-classification-on-imagenet-d1l4-2017-upc-deep-learning-for-computer-vision/77142826"
  ],
  "limitations": [
    "The execution is an example. Playback time is not measured runtime.",
    "This diagram gives no result for better accuracy or better interaction efficiency.",
    "The action-learning lane is a proposed test design. It is not a result from the cited ImageNet slide."
  ]
}