{"adoption": {"forks": 1063, "observed_at": "2026-08-28T04:09:01.620498+00:00", "stars": 4869}, "canonical_url": "https://ross.abutalabs.com/products/densenet", "card": {"archived": false, "artifact_type": "library", "description": "Densely Connected Convolutional Networks, In CVPR 2017 (Best Paper Award).", "domain": ["deep-learning", "computer-vision", "machine-learning", "image-processing"], "enriched": true, "function": ["deep-learning", "machine-learning", "image-processing", "computer-vision"], "health_score": 20, "homepage": null, "language": "Lua", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["liuzhuang13/DenseNet"], "name": "liuzhuang13/DenseNet", "platform": ["lua"], "pushed_at": "2024-01-09T13:15:40+00:00", "repo": "liuzhuang13/DenseNet", "stars": 4869, "tags": ["densenet", "convolutional-networks", "torch", "research-code", "cvpr-2017", "image-classification", "gpu", "linux"], "topics": ["deep-learning"], "urls": [], "use_cases": ["train a DenseNet image classification model", "reproduce the CVPR 2017 DenseNet paper results", "study densely connected convolutional network architecture code", "get a memory-efficient DenseNet implementation", "classify images with a densely connected CNN"], "what_it_is": "Reference implementation of DenseNet (Densely Connected Convolutional Networks), the CVPR 2017 Best Paper Award-winning CNN architecture, written in Lua on the Torch framework. It includes a memory-efficient implementation and links to community ports in PyTorch, TensorFlow, Keras, and other frameworks.", "when_to_avoid": ["you want to use DenseNet in production with modern tooling - use torchvision or Keras implementations instead", "you do not use the legacy Torch/Lua framework", "you need actively maintained code with recent updates and support"], "when_to_choose": ["you need the original reference implementation of DenseNet", "you are doing research on or reproducing the DenseNet paper", "you specifically work with the Torch (Lua) deep learning stack"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/densenet", "repo": "liuzhuang13/DenseNet", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:01.620498+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:18:20.065915+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ca054dce111298fb8d64d3204819874b5e92736c0217f85a1fddf195128572fe", "fetched_at": "2026-08-28T04:09:01.620498+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liuzhuang13/DenseNet"}], "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": 3661, "days_push": 967, "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}}