{"adoption": {"forks": 367, "observed_at": "2026-08-28T04:08:53.298999+00:00", "stars": 4551}, "canonical_url": "https://ross.abutalabs.com/products/depixelization_poc", "card": {"archived": true, "artifact_type": "cli-tool", "description": "Depix is a PoC for a technique to recover plaintext from pixelized screenshots.", "domain": ["privacy", "security", "image-processing", "computer-vision"], "enriched": true, "function": ["image-processing", "computer-vision", "ocr", "privacy"], "health_score": 10, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["spipm/Depixelization_poc"], "name": "spipm/Depixelization_poc", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-04-14T14:10:25+00:00", "repo": "spipm/Depixelization_poc", "stars": 4551, "tags": ["depixelization", "pixelation-recovery", "redaction", "screenshots", "poc"], "topics": [], "urls": [], "use_cases": ["recover text from a pixelated screenshot", "test whether pixelation redaction is reversible", "demonstrate why pixelation should not be used to hide passwords", "deobfuscate censored credentials in shared images", "audit redaction practices in leaked documents"], "what_it_is": "Depix is a proof-of-concept tool that recovers plaintext from pixelized screenshots by matching pixelated blocks against a rendered font search image. It demonstrates that pixelation is not a safe redaction technique for sensitive text.", "when_to_avoid": ["the text was redacted with blurring or solid boxes instead of pixelation", "the font, size, or rendering of the original text is unknown or unusual", "you need a production-grade redaction tool rather than a research PoC"], "when_to_choose": ["you need to recover text redacted with pixelation using common fonts", "you want to demonstrate the insecurity of pixelation-based redaction", "you are doing security research on redaction techniques"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/depixelization_poc", "repo": "spipm/Depixelization_poc", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:53.298999+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:20:04.951335+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5caa64abb14e87ac97c2943f93291ffe63d90cdfd1aa5f2d20ee780149a701f5", "fetched_at": "2026-08-28T04:08:53.298999+00:00", "kind": "readme", "missing": false, "url": "https://github.com/spipm/Depixelization_poc"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 77, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "archived", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2096, "days_push": 141, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}