{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Writing: Automating image collection","description":"Replicate writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/9cfe8917-3f24-44ce-a078-d622a2437d41","json_url":"https://onlylabs.fyi/signals/9cfe8917-3f24-44ce-a078-d622a2437d41/signal.json","generated_at":"2026-06-07T21:17:21.536912+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/9cfe8917-3f24-44ce-a078-d622a2437d41","signal_json":"https://onlylabs.fyi/signals/9cfe8917-3f24-44ce-a078-d622a2437d41/signal.json","source":"https://replicate.com/blog/grab-hundreds-of-images-with-clip-and-laion","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Replicate published Automating image collection. This talking signal gives public context for research themes, product direction, policy, or launch framing. 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This talking signal gives public context for research themes, product direction, policy, or launch framing. 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For example, some of text-to-image models on Replicate can be steered using an existing image. This capability is great for when we want to steer vision models toward a particular scene or aesthetic, but it requires that we have example images of our own. I’m Clay, a member of LAION and of the team at Replicate. In this post, I’m going to show you how to use a pip package called clip-retrieval to collect hundreds of images (and captions) from the LAION-5B dataset . We’ll look at how to collect images that either match a text description or have a similar style to some existing images. clip-retrieval was developed by a fellow member of LAION, Romain Beaumont . It works by embedding the billions of images and captions in the LAION dataset with CLIP. Using the magic of k-NN and autofaiss , we can create an in-memory index over these embeddings with fairly fast retrieval times. If you’re interested in how this works on a technical level, I recommend reading Romain’s..."},"evidence_pages":[{"url":"https://replicate.com/blog/grab-hundreds-of-images-with-clip-and-laion","final_url":"https://replicate.com/blog/grab-hundreds-of-images-with-clip-and-laion","title":"Automating image collection","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:17:21.536912+00:00","bytes":59838,"raw_path":"9c0642a3783199d997295ec5fd04b95bd19d71a24680cd7578945014403c1882.html","content_hash":"727d144f8abee3175b02dbd56bfc1f22d68e3c657f533e28552ce272ae031568","excerpt_chars":1200,"truncated":true,"excerpt":"Automating image collection – Replicate blog Replicate Blog Automating image collection Posted August 5, 2022 by afiaka87 Collecting images enables us to customize powerful machine learning models in new and exciting ways. For example, some of text-to-image models on Replicate can be steered using an existing image. This capability is great for when we want to steer vision models toward a particular scene or aesthetic, but it requires that we have example images of our own. I’m Clay, a member of LAION and of the team at Replicate. In this post, I’m going to show you how to use a pip package called clip-retrieval to collect hundreds of images (and captions) from the LAION-5B dataset . We’ll look at how to collect images that either match a text description or have a similar style to some existing images. clip-retrieval was developed by a fellow member of LAION, Romain Beaumont . It works by embedding the billions of images and captions in the LAION dataset with CLIP. Using the magic of k-NN and autofaiss , we can create an in-memory index over these embeddings with fairly fast retrieval times. If you’re interested in how this works on a technical level, I recommend reading Romain’s..."}],"related_signals":[{"id":"d6e8d53e-0828-4603-8c02-de9ddc8bb0f3","url":"https://onlylabs.fyi/signals/d6e8d53e-0828-4603-8c02-de9ddc8bb0f3","source_url":"https://replicate.com/blog/grok-imagine","title":"How to prompt Grok Imagine Video 1.5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-21T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date"},{"id":"0e34b741-f8ae-4be3-ad69-15d851d6d977","url":"https://onlylabs.fyi/signals/0e34b741-f8ae-4be3-ad69-15d851d6d977","source_url":"https://replicate.com/blog/seedance-2","title":"How to make remarkable videos with Seedance 2.0","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-04-15T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date"},{"id":"0e40f2b5-8bdf-4299-a1a4-2d6775485512","url":"https://onlylabs.fyi/signals/0e40f2b5-8bdf-4299-a1a4-2d6775485512","source_url":"https://replicate.com/blog/how-to-prompt-seedream-5","title":"How to prompt Seedream 5.0","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-24T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date"},{"id":"f8e5c783-40af-4053-9996-6c859024e782","url":"https://onlylabs.fyi/signals/f8e5c783-40af-4053-9996-6c859024e782","source_url":"https://replicate.com/blog/recraft-v4","title":"Recraft V4: image generation with design taste","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-18T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date"},{"id":"1e85c73e-e6ef-4abd-815f-1f3ead0721e2","url":"https://onlylabs.fyi/signals/1e85c73e-e6ef-4abd-815f-1f3ead0721e2","source_url":"https://replicate.com/blog/isaac-01","title":"Run Isaac 0.1 on Replicate","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-26T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date"},{"id":"a9d0fd6c-269f-4086-9ca0-c8831c773577","url":"https://onlylabs.fyi/signals/a9d0fd6c-269f-4086-9ca0-c8831c773577","source_url":"https://replicate.com/blog/run-flux-2-on-replicate","title":"Run FLUX.2 on Replicate","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-25T00:00:00+00:00","first_seen_at":"2026-06-05T22:32:10.415923+00:00","date_source":"rss.item_date"}]}