{"adoption": {"forks": 804, "observed_at": "2026-08-28T04:08:09.436407+00:00", "stars": 3547}, "canonical_url": "https://ross.abutalabs.com/products/siammask", "card": {"archived": false, "artifact_type": "library", "description": "[CVPR19/TPAMI23] SiamMask: A Framework for Fast Online Object Tracking and Segmentation", "domain": ["computer-vision", "image-processing", "deep-learning", "machine-learning"], "enriched": true, "function": ["computer-vision", "image-processing", "deep-learning", "machine-learning"], "health_score": 24, "homepage": "http://www.robots.ox.ac.uk/~qwang/SiamMask", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["foolwood/SiamMask"], "name": "foolwood/SiamMask", "platform": ["python"], "pushed_at": "2025-02-14T03:39:33+00:00", "repo": "foolwood/SiamMask", "stars": 3547, "tags": ["object-tracking", "video-object-segmentation", "pytorch", "siamese-network", "cvpr2019", "research-code", "video", "linux", "gpu"], "topics": ["visual-tracking", "video-object-segmentation", "read-time", "pytorch", "deep-learning", "cvpr2019", "computer-vision", "object-tracking"], "urls": [], "use_cases": ["track objects in video in real time", "segment a target object across video frames", "reproduce CVPR 2019 object tracking results", "train a siamese tracking model from scratch", "benchmark on VOT2018 visual tracking", "generate binary masks for moving objects in video"], "what_it_is": "Official PyTorch implementation of SiamMask, a deep learning framework for fast online visual object tracking and video object segmentation. It unifies tracking and segmentation in a single network, published at CVPR 2019 and extended in TPAMI 2023.", "when_to_avoid": ["you need a maintained production library with modern PyTorch support - the code targets old PyTorch 0.4.1 and Python 3.6", "you need multi-object tracking or detection, since SiamMask tracks a single initialized target", "you want the latest state-of-the-art trackers rather than a 2019 research baseline"], "when_to_choose": ["you need a proven, published model for joint object tracking and segmentation", "you want official training and inference code with reproducible paper results", "you need real-time tracking performance on GPU hardware"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/siammask", "repo": "foolwood/SiamMask", "role": "main", "score": 35}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:09.436407+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:34:23.468002+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b578bc6ab565c95112dd7af48a5fec4b433c25119dce584144ba76b59ba27c06", "fetched_at": "2026-08-28T04:08:09.436407+00:00", "kind": "readme", "missing": false, "url": "https://github.com/foolwood/SiamMask"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 6, "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": 2739, "days_push": 565, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 35, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}