{"adoption": {"forks": 62, "observed_at": "2026-08-28T04:03:22.836502+00:00", "stars": 1050}, "canonical_url": "https://ross.abutalabs.com/products/motiondirector", "card": {"archived": false, "artifact_type": "library", "description": "[ECCV 2024 Oral] MotionDirector: Motion Customization of Text-to-Video Diffusion Models.", "domain": ["deep-learning", "artificial-intelligence", "image-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "video-processing", "image-processing"], "health_score": 20, "homepage": "https://showlab.github.io/MotionDirector/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["showlab/MotionDirector"], "name": "showlab/MotionDirector", "platform": ["python"], "pushed_at": "2024-08-21T03:51:01+00:00", "repo": "showlab/MotionDirector", "stars": 1050, "tags": ["diffusion-models", "text-to-video", "motion-customization", "lora", "eccv-2024", "video-generation", "research", "video", "gpu", "linux", "docker"], "topics": ["diffusion-models", "text-to-motion", "text-to-video", "text-to-video-generation", "video-generation", "motion-customization"], "urls": [], "use_cases": ["generate videos with a specific motion from reference clips", "customize text-to-video diffusion models with LoRA", "mix appearance from one video with motion from another", "animate a single image with a customized motion", "create videos with prescribed camera movements", "research on motion customization for video diffusion"], "what_it_is": "MotionDirector is a research library for customizing text-to-video diffusion models to generate videos with desired motions from a small set of reference clips. It uses a dual-path LoRA architecture and appearance-debiased temporal loss to decouple motion learning from appearance.", "when_to_avoid": ["you need production-grade video generation without training", "you lack a GPU or cannot run diffusion model fine-tuning", "you only need simple text-to-video generation without motion customization"], "when_to_choose": ["you need to teach a video diffusion model a specific motion concept", "you want decoupled control over appearance and motion in generated videos", "you are reproducing or building on ECCV 2024 motion customization research"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/motiondirector", "repo": "showlab/MotionDirector", "role": "main", "score": 27}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:22.836502+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:00:24.904554+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e91640e8540850465c07140ff14de92c3ae7a8f7d8bb5a021d6b74093809127e", "fetched_at": "2026-08-28T04:03:22.836502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/MotionDirector"}, {"content_hash": "b18cc2b6c2c142182c5f10352c1ef04aecc6bb394f77e6313ac2b1f82fcc7ec0", "fetched_at": "2026-08-29T13:01:59.743554+00:00", "kind": "homepage", "missing": false, "url": "https://showlab.github.io/MotionDirector/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 75, "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": 1056, "days_push": 742, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 27, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}