{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/paidf-auto-labeling","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/17df3475-eebd-44a3-802c-a0b1d6f99be4","json_url":"https://onlylabs.fyi/signals/17df3475-eebd-44a3-802c-a0b1d6f99be4/signal.json","generated_at":"2026-06-11T02:42:03.088593+00:00","org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/nvidia","dossier_json_url":"https://onlylabs.fyi/labs/nvidia/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/17df3475-eebd-44a3-802c-a0b1d6f99be4","signal_json":"https://onlylabs.fyi/signals/17df3475-eebd-44a3-802c-a0b1d6f99be4/signal.json","source":"https://github.com/NVIDIA/paidf-auto-labeling","lab_dossier":"https://onlylabs.fyi/labs/nvidia","lab_dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis":"https://onlylabs.fyi/analysis/nvidia","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}]}},"answer_pack":{"answer":"NVIDIA published NVIDIA/paidf-auto-labeling (Python). 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implications."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/paidf-auto-labeling","text":"NVIDIA published repo NVIDIA/paidf-auto-labeling."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"is classified as","object":"repo signal","text":"NVIDIA/paidf-auto-labeling is classified as repo signal."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"belongs to","object":"repos desk","text":"NVIDIA/paidf-auto-labeling belongs to repos desk."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has context","object":"Python","text":"NVIDIA/paidf-auto-labeling has context Python."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/paidf-auto-labeling has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"matches data-business lanes","object":"Data demand","text":"NVIDIA/paidf-auto-labeling matches data-business lanes Data demand."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has captured page count","object":"1","text":"NVIDIA/paidf-auto-labeling has captured page count 1."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has readable page count","object":"1","text":"NVIDIA/paidf-auto-labeling has readable page count 1."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has related signal count","object":"6","text":"NVIDIA/paidf-auto-labeling has related signal count 6."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"NVIDIA/paidf-auto-labeling has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has source host","object":"github.com","text":"NVIDIA/paidf-auto-labeling has source host github.com."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/paidf-auto-labeling has lab NVIDIA."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has signal desk","object":"repos","text":"NVIDIA/paidf-auto-labeling has signal desk repos."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has source host","object":"github.com","text":"NVIDIA/paidf-auto-labeling has source host github.com."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has repository","object":"NVIDIA/paidf-auto-labeling","text":"NVIDIA/paidf-auto-labeling has repository NVIDIA/paidf-auto-labeling."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has language","object":"Python","text":"NVIDIA/paidf-auto-labeling has language Python."},{"subject":"NVIDIA/paidf-auto-labeling","predicate":"has 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/paidf-auto-labeling · language Python · Low stars, routine repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals. 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All rights reserved. SPDX-License-Identifier: Apache-2.0 --> Physical AI Data Factory - Auto Labeling An end-to-end pipeline that converts raw video or image inputs into DAFT-ready training scenes. It chains Super Resolution (SR), object detection and tracking, VLM-based scene understanding, and LLM-assisted task QA generation—including Multiple-Choice Questions (MCQs)—into one config-driven workflow. By default, all four stages run in sequence. The same CLI also supports partial runs when you already have SR outputs, tracking overlays, captions, or metadata. --- Pipeline overview ![Data enrichment workflow](docs/data_enrichment_workflow_auto_labeling.png) ``` Input video/image → [SR] → [Detection & Tracking]..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/paidf-auto-labeling","final_url":"https://github.com/NVIDIA/paidf-auto-labeling","title":"NVIDIA/paidf-auto-labeling repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:03.088593+00:00","bytes":20987,"raw_path":"d537f0b1f502558b51e219e0e67c22657c3b1f70718d796e920b31ad229cf27f.json","content_hash":"5aea78a4dacfaccc3353953791f7c02b44f3431622981abe0c3b37f5a9bd3aab","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/paidf-auto-labeling Description: Auto-labeling pipeline that turns raw video and images into fine-tuning-ready scenes via super-resolution, detection and tracking, VLM scene understanding, and question generation Language: Python License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2026-05-19T00:03:24Z Pushed: 2026-05-30T22:13:21Z Default branch: main Fork: no Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: Apache-2.0 --> Physical AI Data Factory - Auto Labeling An end-to-end pipeline that converts raw video or image inputs into DAFT-ready training scenes. It chains Super Resolution (SR), object detection and tracking, VLM-based scene understanding, and LLM-assisted task QA generation—including Multiple-Choice Questions (MCQs)—into one config-driven workflow. By default, all four stages run in sequence. The same CLI also supports partial runs when you already have SR outputs, tracking overlays, captions, or metadata. --- Pipeline overview ![Data enrichment workflow](docs/data_enrichment_workflow_auto_labeling.png) ``` Input video/image → [SR] → [Detection & Tracking]..."}],"related_signals":[{"id":"9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","url":"https://onlylabs.fyi/signals/9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","source_url":"https://github.com/NVIDIA/srt-slurm-recipes","title":"NVIDIA/srt-slurm-recipes","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-06T16:27:18+00:00","first_seen_at":"2026-06-09T07:00:17.261926+00:00","date_source":"source"},{"id":"69994713-c7b8-497a-9632-f22a985e3ab2","url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2","source_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-22T18:08:59+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"8e495175-9ea0-4970-8f0c-bce8e6eeddbb","url":"https://onlylabs.fyi/signals/8e495175-9ea0-4970-8f0c-bce8e6eeddbb","source_url":"https://github.com/NVIDIA/nv-config-manager","title":"NVIDIA/nv-config-manager","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-21T20:26:37+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"20d352e8-82e7-477b-8bdf-923812420180","url":"https://onlylabs.fyi/signals/20d352e8-82e7-477b-8bdf-923812420180","source_url":"https://github.com/NVIDIA/nurec-skills","title":"NVIDIA/nurec-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-20T18:40:04+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"9ea31493-953e-4b1e-bdf1-e116d282f650","url":"https://onlylabs.fyi/signals/9ea31493-953e-4b1e-bdf1-e116d282f650","source_url":"https://github.com/NVIDIA/cosmos-framework","title":"NVIDIA/cosmos-framework","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T16:27:26+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"6d0e432a-4b75-4cda-880e-54189f717d5b","url":"https://onlylabs.fyi/signals/6d0e432a-4b75-4cda-880e-54189f717d5b","source_url":"https://github.com/NVIDIA/harmonizer","title":"NVIDIA/harmonizer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T15:39:32+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"}]}