{"slug":"jaechang-hits-cellpose-cell-segmentation","source_name":"jaechang-hits/cellpose-cell-segmentation","name":"Jaechang Hits/Cellpose Cell Segmentation","description":"DL cell/nucleus segmentation for fluorescence and brightfield microscopy. Pre-trained models (cyto3, nuclei, tissuenet) and a generalist flow-based algorithm segment cells without retraining. Outputs label masks for morphology and tracking. Use scikit-image watershed for rule-based; Cellpose when DL generalization across staining is needed.","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":182.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-23T22:59:01.137516+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":90.9,"without_pass_pct":72.7,"tokens_delta_pct":182.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-23T22:59:01.137516+00:00","run_id":"915244d7-9d7f-4d2c-b7e7-ef21b573e5cc","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"BSD-3-Clause","install_count":0,"manifest_hash":"bbf4f1bc23563ac2fd8eec68520efba929788c8d39e7dad0c642af3bf13f3190","raw_url":"https://app.decimal.ai/s/jaechang-hits-cellpose-cell-segmentation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jaechang-hits-cellpose-cell-segmentation"}