{"adoption": {"forks": 222, "observed_at": "2026-08-28T04:05:05.169937+00:00", "stars": 1569}, "canonical_url": "https://ross.abutalabs.com/products/3d-ken-burns", "card": {"archived": false, "artifact_type": "library", "description": "an implementation of 3D Ken Burns Effect from a Single Image using PyTorch", "domain": ["computer-vision", "deep-learning", "media", "image-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "video-processing", "computer-vision"], "health_score": 71, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "maintenance", "member_repos": ["sniklaus/3d-ken-burns"], "name": "sniklaus/3d-ken-burns", "platform": ["python", "cross-platform"], "pushed_at": "2026-06-01T16:29:31+00:00", "repo": "sniklaus/3d-ken-burns", "stars": 1569, "tags": ["ken-burns-effect", "depth-estimation", "pytorch", "cuda", "cupy", "video-generation", "research-implementation", "video", "gpu", "linux"], "topics": ["pytorch", "python", "cuda", "deep-learning", "cupy"], "urls": [], "use_cases": ["turn a single photo into a 3D ken burns video", "animate a still image with parallax zoom", "estimate depth from a single image", "manually adjust a virtual camera path over a photo", "generate parallax video from photos"], "what_it_is": "A PyTorch reference implementation of the 3D Ken Burns Effect from a Single Image paper, which animates a still photo with a virtual camera scan and zoom subject to motion parallax. It includes automatic effect generation, a web interface for manually adjusting the camera path, and depth estimation tooling.", "when_to_avoid": ["you have no NVIDIA GPU or CUDA environment", "you need a maintained production tool rather than a research implementation", "you need commercial use of the dataset (CC BY-NC-SA licensed)"], "when_to_choose": ["you want to reproduce the 3D Ken Burns paper results", "you have a CUDA GPU and want automatic parallax animation from one image", "you need single-image depth estimation for view synthesis"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/3d-ken-burns", "repo": "sniklaus/3d-ken-burns", "role": "main", "score": 70}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.169937+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:58:54.398750+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce44f4eacd57199fd198b5b4fbbf881b4c52cde9aa2cc6fd070da0aa13abfbc4", "fetched_at": "2026-08-28T04:05:05.169937+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sniklaus/3d-ken-burns"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 85, "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": 2480, "days_push": 93, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 70, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}