{"adoption": {"forks": 451, "observed_at": "2026-08-28T04:05:45.355356+00:00", "stars": 1860}, "canonical_url": "https://ross.abutalabs.com/products/stackgan", "card": {"archived": false, "artifact_type": "library", "description": null, "domain": ["machine-learning", "computer-vision", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["hanzhanggit/StackGAN"], "name": "hanzhanggit/StackGAN", "platform": ["python"], "pushed_at": "2020-05-15T19:05:57+00:00", "repo": "hanzhanggit/StackGAN", "stars": 1860, "tags": ["gan", "text-to-image", "tensorflow", "image-synthesis", "research-code", "generative-models", "natural-language-processing", "linux", "gpu"], "topics": [], "urls": [], "use_cases": ["generate images from text descriptions", "reproduce StackGAN paper results", "train a text-to-image GAN on custom datasets", "experiment with stacked GAN architectures", "research text-to-image synthesis models"], "what_it_is": "TensorFlow implementation of StackGAN, a stacked generative adversarial network that synthesizes photo-realistic images from text descriptions. It reproduces results from the StackGAN paper on birds (CUB-200) and flowers (Oxford-102) datasets, with two-stage GAN training and pretrained models.", "when_to_avoid": ["you need a modern, maintained text-to-image model (diffusion models are state of the art)", "you require Python 3 and recent TensorFlow versions", "you want production-ready image generation without GPU research setup"], "when_to_choose": ["you need the reference implementation of StackGAN for research or paper reproduction", "you want to study two-stage text-to-image GAN training", "you work with the CUB birds or Oxford-102 flowers datasets"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/stackgan", "repo": "hanzhanggit/StackGAN", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:45.355356+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:15:55.116897+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a888428f274fa3a7924dfdba92bdee397e75c823bb314264fc894a6e772417c3", "fetched_at": "2026-08-28T04:05:45.355356+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hanzhanggit/StackGAN"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3541, "days_push": 2301, "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}}