{"adoption": {"forks": 263, "observed_at": "2026-08-28T04:03:29.525491+00:00", "stars": 1076}, "canonical_url": "https://ross.abutalabs.com/products/learningtocompare_fsl", "card": {"archived": false, "artifact_type": "library", "description": "PyTorch code for CVPR 2018 paper: Learning to Compare: Relation Network for Few-Shot Learning (Few-Shot Learning part)", "domain": ["machine-learning", "deep-learning", "computer-vision"], "enriched": true, "function": ["machine-learning", "deep-learning"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["floodsung/LearningToCompare_FSL"], "name": "floodsung/LearningToCompare_FSL", "platform": ["python"], "pushed_at": "2019-10-22T03:19:44+00:00", "repo": "floodsung/LearningToCompare_FSL", "stars": 1076, "tags": ["few-shot-learning", "meta-learning", "relation-network", "pytorch", "research-code", "cvpr-2018", "omniglot", "mini-imagenet", "gpu"], "topics": ["few-shot-learning", "meta-learning"], "urls": [], "use_cases": ["reproduce relation network few-shot learning results", "train few-shot image classification on omniglot", "run 5-way 1-shot experiments on mini-ImageNet", "learn meta-learning with a learnable similarity metric", "baseline for few-shot learning research", "understand relation network architecture in pytorch"], "what_it_is": "Official PyTorch implementation of the Relation Network for Few-Shot Learning from the CVPR 2018 paper 'Learning to Compare'. It includes training and testing scripts for Omniglot and mini-ImageNet few-shot classification benchmarks.", "when_to_avoid": ["you need a maintained library with modern PyTorch support (code targets Python 2.7 and PyTorch 0.3)", "you want production-ready few-shot learning tooling", "you need few-shot learning beyond image classification"], "when_to_choose": ["you need a reference implementation of the CVPR 2018 Relation Network paper", "you want to benchmark few-shot learning on Omniglot or mini-ImageNet", "you are studying metric-based meta-learning approaches"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/learningtocompare_fsl", "repo": "floodsung/LearningToCompare_FSL", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:29.525491+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:53:21.999162+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "793faa6d4b07138d8198708dd26930d22fb3187aeff1e5da07db1c5e1da3c273", "fetched_at": "2026-08-28T04:03:29.525491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/floodsung/LearningToCompare_FSL"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3080, "days_push": 2507, "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}}