{"adoption": {"forks": 425, "observed_at": "2026-08-28T04:05:09.145678+00:00", "stars": 1596}, "canonical_url": "https://ross.abutalabs.com/products/densecap", "card": {"archived": false, "artifact_type": "library", "description": "Dense image captioning in Torch", "domain": ["computer-vision", "deep-learning", "machine-learning", "artificial-intelligence"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing", "nlp"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["jcjohnson/densecap"], "name": "jcjohnson/densecap", "platform": ["python"], "pushed_at": "2018-07-31T03:41:10+00:00", "repo": "jcjohnson/densecap", "stars": 1596, "tags": ["dense-captioning", "torch", "object-detection", "image-captioning", "research-code", "cvpr-2016", "visual-genome", "linux", "macos", "gpu"], "topics": [], "urls": [], "use_cases": ["generate captions for regions of an image", "detect and describe objects in photos", "run dense captioning on new images", "train a dense captioning model on Visual Genome", "evaluate dense captioning models", "run a live webcam captioning demo"], "what_it_is": "DenseCap is a Torch implementation of a fully convolutional localization network that performs dense captioning: detecting objects in images and generating natural-language descriptions for each region. It includes a pretrained model trained on Visual Genome, inference code for CPU/GPU, webcam demo, evaluation, and training code.", "when_to_avoid": ["you need a maintained tool or modern framework support (Torch is deprecated)", "you want PyTorch or TensorFlow implementations", "you need production deployment with active support"], "when_to_choose": ["you need a research-grade dense captioning model with pretrained weights", "you want to reproduce or build on the CVPR 2016 DenseCap paper", "you can work with the legacy Torch (Lua) ecosystem"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/densecap", "repo": "jcjohnson/densecap", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:09.145678+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:54:03.242779+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2e65afe670a779f7ef0c339e15d4dbad613d41aaf4c87e2e121d904f4fcad8af", "fetched_at": "2026-08-28T04:05:09.145678+00:00", "kind": "readme", "missing": false, "url": "https://github.com/jcjohnson/densecap"}], "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": 3929, "days_push": 2955, "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}}