{"adoption": {"forks": 251, "observed_at": "2026-08-28T04:05:24.489680+00:00", "stars": 1703}, "canonical_url": "https://ross.abutalabs.com/products/llff", "card": {"archived": false, "artifact_type": "library", "description": "Code release for Local Light Field Fusion at SIGGRAPH 2019", "domain": ["computer-vision", "graphics", "deep-learning", "machine-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "graphics"], "health_score": 20, "homepage": "https://fyusion.com/LLFF", "language": "C++", "license": "GPL-3.0", "license_family": "copyleft", "maturity": "maintenance", "member_repos": ["Fyusion/LLFF"], "name": "Fyusion/LLFF", "platform": ["python"], "pushed_at": "2023-06-19T14:26:41+00:00", "repo": "Fyusion/LLFF", "stars": 1703, "tags": ["view-synthesis", "light-field", "novel-view-synthesis", "multi-plane-images", "tensorflow", "colmap", "siggraph-2019", "research-code", "linux", "docker", "gpu"], "topics": ["light-field", "rendering", "view-synthesis", "deep-learning"], "urls": [], "use_cases": ["render novel views of a scene from a few photos", "generate 3D parallax videos from image sets", "recover camera poses with COLMAP and synthesize views", "reproduce Local Light Field Fusion research results", "generate multi-plane images from posed images"], "what_it_is": "LLFF (Local Light Field Fusion) is a TensorFlow implementation of the SIGGRAPH 2019 paper for novel view synthesis from sparse input images using multi-plane images (MPIs). It includes pretrained models, COLMAP-based camera pose recovery, and Docker-based setup for rendering novel views and videos.", "when_to_avoid": ["you need actively maintained code or modern frameworks (PyTorch, recent CUDA)", "you want real-time or production-grade rendering", "you cannot use NVIDIA GPUs with nvidia-docker"], "when_to_choose": []}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/llff", "repo": "Fyusion/LLFF", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:24.489680+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:37:36.849891+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "62cb916988bc8597ec31c2cff90f7df58cd4080434e257c664be8eb1e8240d81", "fetched_at": "2026-08-28T04:05:24.489680+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Fyusion/LLFF"}, {"content_hash": "aa71c3debc2d0e996b316114fff448c446043c852f27552aee8695d6a7dea20b", "fetched_at": "2026-08-29T11:12:06.171511+00:00", "kind": "homepage", "missing": false, "url": "https://fyusion.com/LLFF"}, {"content_hash": "80cc9bd2d9dd8c37751f24934db847c72e41959573244d54cdebd99ea0b48935", "fetched_at": "2026-08-29T11:12:06.179065+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/how-ai-is-influencing-vehicle-discovery-and-what-dealers-can-do-about-it"}, {"content_hash": "782d1aadf83ee3503a6caba0569c659c3f146a7926cc951a649f5c421f362bac", "fetched_at": "2026-08-29T11:12:06.180930+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/insights/what-new-research-reveals-about-ais-growing-role-in-auto-retail"}, {"content_hash": "a56415a7197628c6cc840e709a7da56ed27b1a590e64e11f136b669371905658", "fetched_at": "2026-08-29T11:12:06.174761+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/about-us"}, {"content_hash": "4f42b30218e094d72e8d1a80d121cacefaf9cb9769831a4bccfd1797b53d464b", "fetched_at": "2026-08-29T11:12:06.177271+00:00", "kind": "site_page", "missing": false, "url": "https://www.coxautoinc.com/press-releases"}], "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": 2680, "days_push": 1171, "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}}