{"adoption": {"forks": 132, "observed_at": "2026-08-28T04:03:13.420150+00:00", "stars": 1012}, "canonical_url": "https://ross.abutalabs.com/products/neroic", "card": {"archived": false, "artifact_type": "library", "description": null, "domain": ["computer-vision", "graphics", "deep-learning", "machine-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "computer-vision", "graphics", "simulation"], "health_score": 20, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "maintenance", "member_repos": ["snap-research/NeROIC"], "name": "snap-research/NeROIC", "platform": ["python"], "pushed_at": "2023-01-19T22:21:36+00:00", "repo": "snap-research/NeROIC", "stars": 1012, "tags": ["neural-rendering", "3d-reconstruction", "nerf", "novel-view-synthesis", "relighting", "research-code", "pytorch", "linux", "gpu"], "topics": [], "urls": [], "use_cases": ["reconstruct 3d objects from photos", "novel view synthesis of an object", "relight a captured 3d object", "decompose materials from images", "neural object capture from online images"], "what_it_is": "Official PyTorch implementation of NeROIC, a neural method for capturing 3D object geometry and material from online image collections and rendering novel views with relighting. It trains geometry and rendering networks in stages from multi-view images.", "when_to_avoid": ["you need a production-ready 3D scanning pipeline", "you lack GPU resources for multi-stage training", "you need Windows or macOS support without adaptation"], "when_to_choose": ["you need research-grade neural 3D object capture from multi-view images", "you want to reproduce the NeROIC paper results", "you need relighting or material decomposition of captured objects"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/neroic", "repo": "snap-research/NeROIC", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:13.420150+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:11:47.596786+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d9b4f47db27a0d197ce5a5208217e09d29ce17abdf2d2a4db2138df896d6485d", "fetched_at": "2026-08-28T04:03:13.420150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/snap-research/NeROIC"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "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": 1699, "days_push": 1322, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}