{"adoption": {"forks": 205, "observed_at": "2026-08-28T04:03:22.436491+00:00", "stars": 1048}, "canonical_url": "https://ross.abutalabs.com/products/transreid", "card": {"archived": false, "artifact_type": "library", "description": "[ICCV-2021] TransReID: Transformer-based Object Re-Identification", "domain": ["computer-vision", "deep-learning", "machine-learning", "image-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["damo-cv/TransReID"], "name": "damo-cv/TransReID", "platform": ["python"], "pushed_at": "2024-06-12T05:28:31+00:00", "repo": "damo-cv/TransReID", "stars": 1048, "tags": ["re-identification", "person-reid", "vehicle-reid", "vision-transformer", "pytorch", "iccv-2021", "research-code", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["train a transformer model for person re-identification", "implement vehicle re-identification on VeRi-776 or VehicleID", "reproduce ICCV 2021 TransReID paper results", "fine-tune a ViT/DeiT backbone for re-ID tasks", "compare re-ID baselines on Market-1501 and MSMT17", "build a person search or surveillance matching system"], "what_it_is": "Official PyTorch implementation of TransReID, an ICCV 2021 paper applying vision transformers to object re-identification. It provides training and evaluation code achieving state-of-the-art results on person re-ID (Market-1501, MSMT17, DukeMTMC) and vehicle re-ID (VehicleID, VeRi-776) benchmarks.", "when_to_avoid": ["you need a production-ready re-ID service with an API out of the box", "you lack a CUDA GPU, since training requires 16-32GB VRAM", "you need lightweight real-time inference on edge devices"], "when_to_choose": ["you need state-of-the-art transformer-based person or vehicle re-ID models", "you want a research reference implementation with pretrained ViT/DeiT backbones", "you have GPU resources and standard re-ID datasets available"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/transreid", "repo": "damo-cv/TransReID", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.436491+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:00:42.437039+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d7cd58180f03fbc8ae13fa09762d331f865ff0e10467940b8010708841b7adcb", "fetched_at": "2026-08-28T04:03:22.436491+00:00", "kind": "readme", "missing": false, "url": "https://github.com/damo-cv/TransReID"}], "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": 1986, "days_push": 812, "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}}