{"adoption": {"forks": 356, "observed_at": "2026-08-28T04:06:01.070195+00:00", "stars": 1973}, "canonical_url": "https://ross.abutalabs.com/products/transparent_latent_gan", "card": {"archived": false, "artifact_type": "library", "description": "Use supervised learning to illuminate the latent space of GAN for controlled generation and edit", "domain": ["deep-learning", "machine-learning", "image-processing", "computer-vision"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "computer-vision"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["SummitKwan/transparent_latent_gan"], "name": "SummitKwan/transparent_latent_gan", "platform": ["python"], "pushed_at": "2020-12-28T10:47:45+00:00", "repo": "SummitKwan/transparent_latent_gan", "stars": 1973, "tags": ["gan", "latent-space", "controlled-generation", "tensorflow", "keras", "image-synthesis", "research", "gpu"], "topics": ["tl-gan", "tensorflow", "keras", "python", "gan"], "urls": [], "use_cases": ["control features of GAN-generated images", "edit generated faces along attributes like age or gender", "add controllable knobs to a pretrained GAN without retraining", "explore and interpret a GAN's latent space", "generate photo-realistic images with specified traits"], "what_it_is": "TL-GAN is a Python/TensorFlow project that makes a GAN's latent space transparent by discovering feature axes, enabling controlled image synthesis and editing. It uses a coupled feature extractor network to correlate latent vectors with image features without retraining the GAN.", "when_to_avoid": ["you need a maintained, production-ready image generation pipeline", "you want state-of-the-art GAN architectures like StyleGAN with native controls", "you need non-Python or non-TensorFlow 1.x environments"], "when_to_choose": ["you have a pretrained GAN and want feature-controlled generation quickly", "you want to add new attribute controllers without retraining the generator", "you want an interpretable latent space for image editing experiments"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/transparent_latent_gan", "repo": "SummitKwan/transparent_latent_gan", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:01.070195+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:04:57.408072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e51f673033fa5b48c1db9976a82f39734fbb8dd06fd3f2d5e7b19f5a97c5a4fc", "fetched_at": "2026-08-28T04:06:01.070195+00:00", "kind": "readme", "missing": false, "url": "https://github.com/SummitKwan/transparent_latent_gan"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2912, "days_push": 2074, "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}}