{"adoption": {"forks": 167, "observed_at": "2026-08-28T04:03:12.716665+00:00", "stars": 1008}, "canonical_url": "https://ross.abutalabs.com/products/efficient-segmentation-networks", "card": {"archived": false, "artifact_type": "library", "description": "Lightweight models for real-time semantic segmentationon PyTorch (include SQNet, LinkNet, SegNet, UNet, ENet, ERFNet, EDANet, ESPNet, ESPNetv2, LEDNet, ESNet, FSSNet, CGNet, DABNet, Fast-SCNN, ContextNet, FPENet, etc.)", "domain": ["computer-vision", "machine-learning", "deep-learning", "autonomous-vehicles"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing", "computer-vision"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["xiaoyufenfei/Efficient-Segmentation-Networks"], "name": "xiaoyufenfei/Efficient-Segmentation-Networks", "platform": ["python", "cross-platform"], "pushed_at": "2024-07-25T10:16:24+00:00", "repo": "xiaoyufenfei/Efficient-Segmentation-Networks", "stars": 1008, "tags": ["semantic-segmentation", "pytorch", "real-time-segmentation", "lightweight-models", "cityscapes", "camvid", "scene-understanding", "gpu"], "topics": ["pytorch", "real-time-semantic-segmentation", "camvid", "cityscapes", "computer-vision", "scene-understanding", "segmentation", "efficient-segmentation-networks", "semantic-segmentation-models", "image-segmentation", "neural-networks", "lightweight-semantic-segmentation", "driving-scene-understanding", "semantic-segmentation"], "urls": [], "use_cases": ["run real-time semantic segmentation on driving scenes", "train lightweight segmentation models on cityscapes", "compare efficient encoder-decoder segmentation architectures", "deploy fast image segmentation on edge devices", "benchmark real-time segmentation networks in pytorch"], "what_it_is": "A PyTorch reference implementation collection of lightweight, real-time semantic segmentation models such as ENet, ERFNet, LEDNet, Fast-SCNN, and CGNet. It includes training and evaluation scripts for datasets like Cityscapes and CamVid.", "when_to_avoid": ["you need state-of-the-art heavy segmentation models like Mask2Former or SAM", "you need production-grade tooling like MMSegmentation with configs and model zoo"], "when_to_choose": ["you need ready-to-use PyTorch implementations of many real-time segmentation models in one repo", "you want to train or benchmark lightweight segmentation networks on Cityscapes or CamVid"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/efficient-segmentation-networks", "repo": "xiaoyufenfei/Efficient-Segmentation-Networks", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:12.716665+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:12:22.831955+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a7642cf7345ccec2aeb33be327ddf528b27d7f1d043a61ba2d99dd54f99fa538", "fetched_at": "2026-08-28T04:03:12.716665+00:00", "kind": "readme", "missing": false, "url": "https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks"}], "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": 2522, "days_push": 769, "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}}