{"adoption": {"forks": 74, "observed_at": "2026-08-28T04:05:56.372813+00:00", "stars": 1933}, "canonical_url": "https://ross.abutalabs.com/products/radio", "card": {"archived": false, "artifact_type": "library", "description": "Official repository for \"AM-RADIO: Reduce All Domains Into One\"", "domain": ["computer-vision", "deep-learning", "machine-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing"], "health_score": 71, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["NVlabs/RADIO"], "name": "NVlabs/RADIO", "platform": ["python"], "pushed_at": "2026-05-29T07:44:42+00:00", "repo": "NVlabs/RADIO", "stars": 1933, "tags": ["vision-foundation-model", "model-distillation", "pytorch", "research-code", "nvidia", "feature-extraction", "gpu"], "topics": [], "urls": [], "use_cases": ["extract general-purpose image features for downstream vision tasks", "use a single vision encoder across segmentation, classification, and depth tasks", "replace CLIP/DINOv2 backbones in my vision pipeline", "fine-tune a distilled vision foundation model", "run multi-teacher vision model distillation research", "get dense visual features for detection and segmentation"], "what_it_is": "Official PyTorch implementation of AM-RADIO and its successors (RADIOv2.5, C-RADIOv4), agglomerative vision foundation models distilled from multiple teachers like SigLIP2, DINOv3, and SAM. It provides pretrained vision encoders that produce general-purpose image features for downstream computer vision tasks.", "when_to_avoid": ["you need a commercially permissive license for older RADIO versions (early releases were non-commercial)", "you need text/multimodal encoders rather than a vision-only model", "you lack GPU resources, as these are large transformer models"], "when_to_choose": ["you need one vision backbone that combines strengths of CLIP, DINO, and SAM-style models", "you want strong off-the-shelf dense features for segmentation or detection", "you are researching vision model distillation or foundation model agglomeration"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/radio", "repo": "NVlabs/RADIO", "role": "main", "score": 64}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:56.372813+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:08:33.207280+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f815cdf73757845e6af8d838df12f1fce788e021d3ac9444a6e467a7df8fa7ff", "fetched_at": "2026-08-28T04:05:56.372813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVlabs/RADIO"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 84, "longevity": 71, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 999, "days_push": 96, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 64, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}